{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c9dbc280-c574-455e-ae99-71d00ee8aa42",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib.cm import ScalarMappable\n",
    "from matplotlib.patches import Ellipse\n",
    "import matplotlib.colors as mcolors\n",
    "from scipy.optimize import curve_fit\n",
    "import scipy\n",
    "import json\n",
    "import csv\n",
    "\n",
    "cmap_vir = matplotlib.colormaps.get_cmap(\"viridis\")\n",
    "cmap_plasma = matplotlib.colormaps.get_cmap(\"plasma\")\n",
    "cmap_cool = matplotlib.colormaps.get_cmap(\"cool\")\n",
    "\n",
    "plt.style.use(\"norm2.mplstyle\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ecf01923-55fd-4b9f-807d-6d7e5b433348",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def con_err_col2(ref, sig, dataNum):\n",
    "  ref_err = 1 / np.sqrt(dataNum * ref)\n",
    "  sig_err = 1 / np.sqrt(dataNum * sig)\n",
    "  contrast = sig/ref\n",
    "  contrast_err = np.sqrt(ref_err**2 + sig_err**2)*np.abs(contrast)\n",
    "  return contrast, contrast_err\n",
    "\n",
    "\n",
    "def con_err_col4(ref1, sig1, ref2, sig2, dataNum):\n",
    "    ref1_err = 1 / np.sqrt(dataNum * ref1)\n",
    "    ref2_err = 1 / np.sqrt(dataNum * ref2)\n",
    "    sig1_err = 1 / np.sqrt(dataNum * sig1)\n",
    "    sig2_err = 1 / np.sqrt(dataNum * sig2)\n",
    "    rel_err1 = np.sqrt(ref1_err**2 + sig1_err**2)\n",
    "    rel_err2 = np.sqrt(ref2_err**2 + sig2_err**2)\n",
    "    contrast = sig1/ref1 - sig2/ref2\n",
    "    contrast_err = np.sqrt((sig1/ref1 * rel_err1)**2 + (sig2/ref2 * rel_err2)**2)\n",
    "    return contrast, contrast_err\n",
    "\n",
    "class Data:\n",
    "  def __init__(self, dir, col = 4, dataType = None):\n",
    "    self.dir = dir\n",
    "\n",
    "    # Read the file\n",
    "    rawdata = []\n",
    "    for row in csv.reader(open(dir, 'r'), delimiter=' '):\n",
    "      rawdata.append(row[0:-1]) if row and row[-1] == '' else rawdata.append(row)\n",
    "    LineBegin = rawdata.index(['BEGIN'])\n",
    "    LineEnd = rawdata.index(['END'])\n",
    "    data = np.array(rawdata[LineBegin+1:LineEnd-1], dtype='float')\n",
    "\n",
    "    self.haxis = np.array(data[:, 0])\n",
    "    if dataType == 'ODMR':\n",
    "      self.Ntomo = 1\n",
    "    else:\n",
    "      self.Ntomo = int(rawdata[rawdata.index([\"X//Ntomo\"])+1][0][3:])\n",
    "    self.dataNum = int(rawdata[rawdata.index([\"X//iAverage\"])+1][0][3:])\n",
    "\n",
    "    self.ref = np.zeros([self.Ntomo, data.shape[0]])\n",
    "    self.sig = np.zeros([self.Ntomo, data.shape[0]])\n",
    "    if col == 4:\n",
    "      self.contrast = np.zeros([int(self.Ntomo/2), data.shape[0]])\n",
    "      self.contrast_err = np.zeros([int(self.Ntomo/2), data.shape[0]])\n",
    "    elif col == 2:\n",
    "      self.contrast = np.zeros([int(self.Ntomo), data.shape[0]])\n",
    "      self.contrast_err = np.zeros([int(self.Ntomo), data.shape[0]])\n",
    "\n",
    "    for i in np.arange(self.Ntomo):\n",
    "      self.ref[i] = data[:, 1+2*i]\n",
    "      self.sig[i] = data[:, 1+2*i+1]\n",
    "\n",
    "    if col == 4:\n",
    "      for i in np.arange(int(self.Ntomo/2)):\n",
    "        self.contrast[i], self.contrast_err[i] = con_err_col4(self.ref[2*i,:], self.sig[2*i,:], self.ref[2*i+1,:], self.sig[2*i+1,:], self.dataNum)\n",
    "    elif col == 2:\n",
    "      for i in np.arange(int(self.Ntomo)):\n",
    "        self.contrast[i], self.contrast_err[i] = con_err_col2(self.ref[i,:], self.sig[i,:], self.dataNum)\n",
    "    else:\n",
    "      raise ValueError(\"Undefined input col value.\")\n",
    "\n",
    "    if dataType == 'MF':\n",
    "      interval = int(rawdata[rawdata.index([\"X//interval\"])+1][0][3:])\n",
    "      self.time = self.haxis*(8*interval/1000)\n",
    "    elif dataType == 'XY8':\n",
    "      interval = int(rawdata[rawdata.index([\"X//SLockT2\"])+1][0][3:])\n",
    "      self.time = self.haxis*(8*interval/1000)\n",
    "    elif dataType == 'DROID2':\n",
    "      interval = int(rawdata[rawdata.index([\"X//SLockT2\"])+1][0][3:])\n",
    "      self.time = self.haxis*(96*interval/1000)\n",
    "    elif dataType == 'MF2':\n",
    "      interval = int(rawdata[rawdata.index([\"X//SLockT2\"])+1][0][3:])\n",
    "      self.time = self.haxis*(8*interval/1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d07bd824-ee2c-4794-958d-041a8954cb27",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "425c7e99-3e91-4521-97dd-3435a8d4fada",
   "metadata": {},
   "source": [
    "# Figure 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d6e23649-1bb3-429e-b0bc-6c6c0fadd4e0",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Load experimental data\n",
    "expr_MF_x = Data(\"Data/MF_twisting_x.txt\", col = 4, dataType = 'MF2')\n",
    "expr_MF_y = Data(\"Data/MF_twisting_y.txt\", col = 4, dataType = 'MF2')\n",
    "\n",
    "# Load numerics data\n",
    "file_dir = \"Data/dcTWA//dcTWA_d8_MF_summary.json\"\n",
    "with open(file_dir) as data_file:\n",
    "    data_summary = json.loads(data_file.read())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d25b746a-fa92-4658-97ae-56495f235607",
   "metadata": {},
   "source": [
    "## 1c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "02f82e2b-30ed-4e8d-8f66-e8631d29e618",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\41578\\AppData\\Local\\Temp\\ipykernel_40880\\701372544.py:51: RuntimeWarning: invalid value encountered in divide\n",
      "  normals_unit = np.nan_to_num(normals / normals_magnitude[:, :, np.newaxis])\n"
     ]
    },
    {
     "data": {
      "image/png": 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844z294MdaxflzvUfb7Ixfc1tbVX7hGequeKq8nCupc/eGWX5C9fu80Sgl0Vt+oRvwM0bGMex/AX3O05fU1n1+5RmnUXZFX6I8BOEcwwpyyIILwK8YslhQRd8Hba2Vbhwo9y1kWJNVYi/UxF5NNiu2vb9WzYTi8dZtGZt5Zg1NlRGA9ZmZGCA3NgYsxcurNPSV0rFf2h33tH7XbHmdwWHrYC+7bW2OcuvOX0dt65zJNMEg+BqHeHnZft12TBE+AnCNEcsfIIwg3GEnqZZBYaVwi1HUss9GxRlle5aDc+n6t+v1RB3gb/UF2tRLuHwGOFt3mtv1EI+R25sjAUrVlbEFIaPXYEKPqkn/wrZLD1HjzB7wQL3mjtUROuFrHuhFA3AxB/m5whkJ5PZ7RfhwnbaBMQdnpvY2Re0ArrTcuv76ShMN8bPsfh5yR/Kzv7VlJXVa5omLxPhJwjTEhF8gjAD8RdM9lvvXKteyIJX1ZKnlOuupYrrtppAqyb+nH5R+2qJubDLtZp1MNxvdGAApRQtnZ2Bc/Efvxqq4knVDQC0dHRw/OABxkdGaGlvt7eaoR4qkFwRNaLbw7RFX+i8/OJOUypCBNp/nbIv/tg/KmMElVIR4s9brs2wXgbKuZim9ddQJsrUbPHnxPgZsnSbIEwzRPAJwgzCScjwxF5toQeV7lwrl8Oz5EW5Zl0xV8NtW13MRW+39oXb1n7tJ9zGkUQj/f1k2trRdb3qdZs4UdXzINXURDyRYHRwgLaO9gqpFy7GF54rgd1eUkdQDNrizleWJSwC/dfYH7PnbPTH/IGdpRzIALb72CJPU8qy7KECAhBTWVvsGn5OjJ/CKudy/eqVkVdPEIQzjwg+QZgh+MUeeMWTqRqfp+zkAQDvedCN64nASres43b0XldY96oJt1oir5rFrsa5R1sGraXUxkdGWLBiRSBZo9JyF7Ev8kB1NilFS3s7I4ODtUaJHMOfOOFujXD7KhxTmyc7q2X1mqYZ2O8XmG5f00T3WfgMf+yfL6tEw6nl5xeAJpqpMJR9HTRLTGq6Jf4e2bWHsmGIm1cQpgEi+AThHKdWPT1lvXDFmEYwuzbKjesXa7WsdE6maVioVcvYjRJ57usaYq+etc//IuyidYRXW0dndHZuyNIWPbs6IjBE15y5NLdlwaTymBHGvspjKSrTLXzdHQus6RN7UJHV69XY8147Bw7UAPRdT0f8Gc4cA65gE8PO6DUx0QHD+nCh4SzVZid1mAqlmxiGgVK6uHkFYRogWbqCcI5yz+atluXNEXm2QAsLPc0nhsLxeZ4b1ycCa8TkNSruaq1k0YhFr5YLN2pbtX77t2+nWMiz6sKLottXPAnvn4jUmzyRAs8M/IluG24TkawR6BthAay2vaKN77lhOhm73j5nm+GKPjOQ5Vs2DQzDFDevIJwlxMInCOcgTlKGa2UjaNVzYva0kICLtOShIgVbWPhpdURdeHsjblt/Hqvf8hjs5ROUIYHp1zNhQWcaBiNDg3TPX8CZZqi/n3K5TOfs2YHt4bIr7nbfubrnFGF9tKLoVCAW0G/Rq7D8qYgED6e9Txw67cLbAQxnm93OME17HGUf3xJ5mnWC1mogpr02L6YrBJWpYWAldRiGZPMKwplGBJ8gnEPcs3kLGr6kDAj+jXDTVnPb1orTqxeDV7E/SsCF+kysnErltihrWy1L4tjoKEa5TFtHB5oWOGrFPMJzrr6h6sYAg319jI0M0+VbV7dR/N5W/zbryPbKHIEpmO4+f/ZvlHgjFNPnj/FzxWBI/OlKYdgTMB1hh1Ojz3sP/DrVwPosGHbJFue10hTKVBjKkKQOQTjDiOAThHMEy6qnVcTohcVewG3ri7GLSrwICj/cbeE2/teNWPwqhVx1sebfFRahUWPUEoz+8UaGBonFYjS1tATEYpSorCUCQ03qbQKgta2VvhPHMcolYjHva9afRxuxMXKOYXdvWBCGY/6cz0Q4hi+c9VsR4xclBu2J6FgWO0c8mmAJQWcpOXDj/pz4QNO0XP6GncFrmE6cn0IzFUoZPLxrD4Zp8LLVYu0ThNONCD5BmObcs2kLgexbVKTQo8rrsLCKdtdOTPRF1X5zqBl/5xOf7raQyIsUdBHtw23DumlkYICW9o7IOZ5unGXWRoeHae/s9M7R18Yrk1JtFLOyQcQmbDdv2PLnCEFPIFpyzrocyu5juu+5v3af/1BO7J6TmevP9lVQsc1v1QNLDPrfGxNrn45mZ/Mi1j5BOAOI4BOEacw9m7f61r6tbdUDAkkX4YzcRkQc+AUYNdv5V5JwbvaR8XthMUlwXz3hWI2wMPS/LpVKjI+OMnvePFfghPsExVHUqPWPW41UKk0sHmdseJiOzq6q4zSSMeda3eyYOW8OTsJFpaXUy8j19rk1AX2JFv4YP79AxN0XnKdSlqCzjmu9b56L13ENBy2QjsDT8Mq5aKZyY/vQQCmrhEtJlmgThNOGCD5BmKbcu3kruk9AOXX1wmVVwpm3XuasJ9CqibdqYq9S5BHZvtq28L4o7eafg98F7e33tQ0qncC24NjWi7HhIQBaQxa+alm3quJJjTaNiEKlmLtgIal0uqZw9UXXRYg/V6VVEYeexa4i5s93bQJGwXDpllCMn2P1s+bjje3F9XlZ36bbRtlWPa+vI/Csdspu6dkMnecGoCsNZZpoyhrrwZ27xMUrCKcBKcsiCNMMx4UbFnlhqx4ExVLYVduoaKv3OkrIVWvr3xa2wFW2w51rI30JbLP++uoCO3sAOLRnN4P9/Vx4+RVV3cGVvUIHrtamXsM6VNN/9b+JI8RhZYWW4LOo0i6hEixer4h+PvHn3+7E7vlvH+FtrgUPyypo+MZyyrf4S7n4S70Uy4a4eAVhihELnyBMI+6dsAs3eoWMeuKtUYtflItWC4mySLEXZQH0n2gNi99E8Itf/7gjQ0O0trVXuHojj9ugeJvo9AzDYGRoiKZMhngi0dD4tUVf0M7nd/F6e31pus6YgX1Oy+A2y3XrJX/4LXvOsZx4P39xZr9LOODadUq3+JS5csVilIvXE31lwyCua+LiFYQpRqvfRBCEM4GzYoYj6LSwha+O2HNct5pVjdntG1hqTVUXe057PaofRIylIoWdn2rbnP+srGOfuA2N7T+28m33+nvn5GwvF0tkx8ZoaW/z7fO5wMP/hdsEHpXHbPQ/o1Rm24YNDA8MNt7Lf7wa84lcNSRwkaM2+Y9hjedkabufHf95+o7rfy/9At59v3yfL11TaJoWmKff+qwphe77fIcfMU1D1zRiuk5c13lw567a5yoIQkOIhU8QzjJ3b9oSqKtXUWPP5/pUgRunvV1FuG9RFfucWnRR1rpqdff8NBq/559v+DjV9quI/QFrl39/xNz8jA4PA9BiZ8qeLeKJBIlkktHREWbNmdNQH+X+Dy9ttlpbFVGyBeUr3OymaQSzZM2orZ6Fz//++Fdf8+L9guVc3HItdoyfiWklbvjeqfCSbV6dPl8RZzsq0MCwLREmyk4Menjnbq4TF68gnBIi+AThLHLPpi1WYobPmoVPfIXFnhaxL8pS10g8Xr3Yvah91lxoaFt4DN+pVcW/P2DFCjytIv7sF6PDQ8QTCVKpdA1LWIMCMnoKDdPc0sL4yMiE3MGBci2TiLD2jhU8x7AQdFy/fuHoF3nBki4ERJ1zHANbsIUSOwyf+1ezhZ7r5sVXw88f92c4x7FEnmGYlAyDmKZhKMUju/Zw7aoVE78ggiAAIvgE4azhLI/muWuBkHusWhJGWOz599UScA6TEYQmXgxIlJXQT0D4RYi1KIuef394OxHbVRUJNjo8TEtbW6T4PFM4x860tHDs8OHAtnoiLqDzAqdQmZahbNEWJnJtXl8fd799MKV846ig+AsIQuUThKZpFVYOZfPiWvM8S6C/SLOTpOF+rpyyPHbBPleYahBDc2P8AInrE4RTQGL4BOEscI8Tr+eKPdWw2LND9CLj6cJxd048Xri9v01dwWaj+47jHk/T3EAvTfPFffmO6fyn2/F6jVBP7FXDMAxGR0ZoaW212yr30Xjcnu/h+6/qWIFxVeAcW1pbSaVSlMvlhs67zlUJPIuMtbMf/phDt7Xy2vrfF8886/ypLq79x7NiRe04TCrLBnlhBdYY/s+b//Pp/zyGP8uaZn+uNC+2LyFxfYIwKcTCJwhnGNeyh3OjVu4N1S/2gtuc59YYtd23mrvPwgy0j/obHtOhVpau34YUtXIGgf3RFsFqlr5qIq+6BdAiOzaKaRiWhc8vZgIjhsaP3lyTRm2HnV1ddHaFCi9X6WzWbxKI6/Pn6/rKKlfY9lREW+vaVLpxsa15fsuh8m0LZ/Nqysq6dd25vs+LYVsAnexef6xf2M3rn53Ca+vfbmgQUxqGXfn54V27uW6VxPUJQqOIhU8QziBeJi6uJcOxjtQXe9bt0LOoaFXFnh+nvW5nTjp/lc805KyaUU2YRW0LZNCi3Dl51j/PGhQgaELzHt6TSTM6PIxSikxzyymNM5WYpkmpVKrbLurMoyyInhUv2hIZtDY6Fj1/e89a5x4n+uAV8/Bn83rvvM+a63u/I7PAbcugUk42r3U+/oQiN2NX06IzeTWFrlvWvod37a57XQVBsBALnyBMkHI2B4CeTjXcx5+Jq9nixrlRezfGemIvOlYvnIUbbhfVP2qfijheVDv/NmfeQNXYtKCwaMRyp6psj27vfzo6MkKmpQVd1yp2NmLJq9w8cZNfuMem558nmUyy5rzz3G3BQsgTPlr08SNX5fBZ9ALtK617YUue091bpg2vj52JG7TueeMp5cvM9Wf3oiosfWDF7ematw8nzk/TwDACK3e42ILwkd17uHalJHMIQj3EwicIE+SJl7+b+2a9hCdveR/7/vlrFIdHa7a/xxV7jmjxxF6w3tokxJ4T0OejEbEXFeMXrr/nH6Ma/t1+i58/RqxqbbmANWpi26sxOjxMS2urM7uacz9TpNNpxkYrPyOujSxsravzCFzbatcqdN2c4wWPbj+LuEyR112pCmus32oXHq/y86fZfTwLtfPab8Fz+jifR92O3Qu3cx4xTeOR3Xsm/L4IwosNsfAJwgRpu+JCBp/eSO8vHqX3l4/R/9izdL3sSka27mb2zdfQdeNVxFubAW+ZNM2+Wbo3ZvzWvkqxV020RdXV8z+vFaPntp3EtmpZuVGWOdtAU9GvukWv/vYKIixqpWKRXDZLc0urNU6N/tVEYx19OymaMhlOHD8ejHGb+sPgt+2FLaCmL8bPwTT91zoino+I0iyoyG3WGN6qG64F0bbwOaVbNFVp4TNCf625edfK3a4BpgaGY100MUwD7NItYukThNrIWrqCMEFGtu7m0WveQnl0PLBdxWKYpRJoiqZli8l++o/RViyaMrEXFnp120WINCdWL6pf+LkKtavYX3W775pECMLabaK3U227b9dgfz9bNrzAJVdeSVMmEynqzChB5B9rEkqslsURoL+vj80vPM/lL72adFPTxA9gU6vUitumSpNqfc1qvuWI/ZFr7Taw/m7Uvqh1d8N/Tds3bBhGYLthmm7ihtOuZJQxTKtun4g+QYhGXLqCMEFa1q/khm33QUx3t5nAUFnnsNbKftXG/n29FE4MnrrYCwW11xd7zoJXnk/OKZ0SJfb8VLh8Ix8EAu8dF2OgH8EAf+vRoOVugviHGh0ZQdf1mqKqcl7BR/QRvEfUf/XIZDIAZMfH67SsTSPHqnZelW5g64wqkzmchzdereNHj6l8n4vweNU/v+GEIjeRSNMCP2J0pdD9iR9KEdN01737qLh3BSEScekKwiQY3rAdDGtpABM4prVwUmvGRKGdt4KBFUsYHNZZ0jtKy+yWqmIvagm0gNijumUvKPJCFrdQWz8Ttei5dXBPQaiduju3Wh8PJ2HDux4Nzq2273cyuwIkU0leev31xOPxhudUzZanqiy31oj1z++GjdyPwr8Khz+Zw52RqdxtYQue36XruH6dxA7rc+RY/iwcN6/j9lUEy7R4rmDTEoK2Zc/6fBpeG2sdN2LoriXw0d17uEYsfYIQQCx8gjAJOq68GC0eB2BYpTipNZM2S5T1GMk3vZyOGy8mP5zj6KajmGUjIPac+KRq6906FjSo7qYNiz1rHFyrhyI6IcMvFxotwaIIWmucoPuwtcxNIAlZlPztHUvnxGisw9joCM0t06cci4NSikQiEWlVnfhg/nHxGXNDltgqFsgoa56/Xb0YyrBA97+nYcuv93kJjh3l/ncSfqKSNvzbPEu3VmH503zWPl0sfYJQgQg+QZgE8fZW5r351aiYzrBKYqKIUebZ9BJ+/plf8tRXn6C5u4Wx3lHGB8YpFQ1OHBlk07OH2PD0Ifbv6mFkJIdTr87vtq0Xk+dmN2qaJ7AmYNFT4LrEKoSaf7WM0GMqcMaJcjO6itQnFiA4Hy3czH5WKpXthI2WyPlGO2Mrj1tx3lR/1N4bfBw+eIgdW7c23L7m3gm+Hw3HKzrXIELIBQSiUhWfi6BQdD6LBLb533M98COg/g+RSNGnVLTo00T0CUIUIvgEYZIsev9bMUtlikpHVyb9q9ZSKAEmaDGNeDKGWTYpZEvs3XmCPdtPkssWMQyDowcH2LHpGEMDVlyXc9MqGwa9w2OcHBpjJJuvadFzqJukYd+Z3edVqOrqdSw0qnKptigrnhO3WHEnt0bBpyy8/X5xUEWgVOK1GxsZAZi4hW+KhGw9SsUifb29E+hRObGgPFJVtniiMHipq/wXJeirvBfBj07l+6gqBglagMPjBEIYVOWPjYr4Vb+wc364KCvuT/etLuNZ+zQRfYLgQ2L4BGGSdF77EgCazAIDC5dxfP5yOHwAgIUXLSQ/lifeFGc8V6TvxChtnU0cPzRIpiVJS2uK8bEChw/009HZBErROzzGzqN9DGfzGKZJOh5jfmcr6xd2u4WEwzfLyZRY8SdvVCux4r/rNy7AKomy/EQ0qiEswtInut3Y2ChKKdJNmegZq8in0ZNpdO8ELks600SxUKBcLhGLNfi1WyVeT1E9xq8qVToFrju+uDzlNVeBF5WZt068HuDG8SlVu2yLUr4YvSoFmf3lWnRNs/4qhWEa1l8jVLLF8NooDNA1SmVAUxLTJwiIhU8QJo1SCl5xNW1GjvQ7X83hTUcAy7rXuaSTsd4xOhd2MpYtkkjGKORKPHr/Ln7248088+g+2tqbGB3OMTZaYCSbZ9PBE4zmC8xqbWJBRyupeIy9JwbYecyyDFWL6wPoy2fZ0H+cR08c5IW+Y/Tmxq1Ad4KWH8dCF+7fWLkVz/wSztKNsvqFLUj+eYRds9XclI1qqvHRUZoymYCYnfAgp5F0Og1ALpudWMdI8x2h6xqO2ati/fNb8/yPCU0nKLijPgN+S2+lda/ygP7YPsdaDJ7VWA+tDe23cvuXBHTcuQ66UsR1y+Wra7pY+oQXPWLhE4RJcvemLej/8BFalCLx822UstZ6qZ1LOjGKBt2ru1l44Xy2bzmOpinGR/Nu30xLCs1eSmrkz/+Rw1t3MXD9lSy89Tq+/+wO2tqaWdDVxsp5XRzpH2b5nE4yyUTIemc93zvSz/N9x8iWiiT1GIVyid3D/Vw6az6r2roiLX7V7vVhgVc2ywwVhzEx6Yi3EdNiDVuXGo0zC5dsacSiZ+3xNoyNjrrxe8FekUeMeFZtw+QID9Nkl4rJjo/TUsPtHLi2jc5lEiY/p4uyX0RZ8yosfgGLnc/SFx5bVVr/AtuUk8HrWfxMf/avz7JXvUCzBpq3/JphZ8y71j7T26ZrykrqtUWfWPqEFysi+ARhkvizWI+8cMTdfuFrL2TNTWvIdKTRNI32zgyH9vUxOuITfM1JsmN5mtIJkkeOMZJpQt+6m+Pb99D7smvoPTlAefse1q5cwOjaFQzvPwpbdhKf140+bzbxed2QTjFayrOx/zgairlNzZQNEzOepGCU2NB3jLmZZtoSqcB8ATdDGKq7Wg9lD7NtdCeDpSEUitZYC+uaV7Mss8TXN9gnYM2pItZquYi9fY0rGNM0GRsdZfacOQ33Od24YsomHo+z7rzzaHWXfYvGE2L1r0M1cVghmAPFk/17TrXmfnCO1hq49h7lX4PXE3NO2RR3BFfQ2evy+uboCEJVIfYqV+XwyrZY7l5rAM0tnYQGygAlok94ESOCTxAmwT2bt7huK7NssuvBnQDEkjEuvP1CUk1eGY7uuS0M9I6xd8dJt7+mKQr5MouXzWL2j/6F7v3HKfUPk+sbgl2HAWjNpDFaMsQ0DWPTTvo/8veBOaSuupjslz/BSCFP212P8oU1LRQ1RSsaH2xbyrHOJk6Mj7qCzz22io7h8z8/mj/GU0PPUTbLtMdbAcVwaZinh55D13QWpxdWXJPq8YCTQdW06KEgXz7KUO4hhnIbiM3txWi6ibLRRkxrrxgr8GoCU6vftLHBlFLMnb9gio45VYQtnbXj9wIiDhUZwxdlbfRb9/wxe36Ln2GLPr81z4/TT3di+pSyavIF+iuwrX1u6IJmLcUGhm35s+r1iegTXoyI4BOECeKIPafm2aHnD5IdtGKzVlyzIiD2NKVoyiRZtW4OLzx9wB2jtT3NqrVzmLugHU1pzGlv5ujAMAO6J8Y6L1nHcHsL3c1pFrzplfCal2Ge7KN8vIfSsR70dIoho0ypWODn88sUNcs2VBwbp+9LX0F94rcpGQZH/s9fMf7kC8Q629C7Ooh1ttPxtltpufEq8vuPMPbkBvS2ZuJtLehtLeidbexK7qVgFElpCXaP7adoFFmcXkDRLLFrdA+LUvPRNZ2q1LLo1djXqBjLlvZydORfyZePYZQSqMQwI9zJoZEdLGz+PeJ6V2MDnUH6+/rI53LMW1BH+KmqLwJiqvJSVXGzVrX+1S7EHOgUmaDhH0j5nlauy+u4agPDqsrjW/9uPGGn/OIvYq6RVj87wUNTyrLwuWvwetY+zdR4eNdurlu1soELIAgzAxF8gjAB7tm0xRV6Thzcjvt3uPvX3bzWfe4vO9HW3hS42V55zQpa29Jum3kdLQyMdbLpoGcFLBkGbekk5y2aa2XpZtJoyxfB8kVuv5bRQcy4Tt/CDhg1wASzuYnUn74PoylNczxJ22tuILl0AeW+Qcr9g5RO9mGMjqMpxfjTGzn0e38VOMf41Rcw8MU30qJn2P3jH7Dv2k7rPB7fTueQTt+rrmS8I0v+Bw+T27EPrSmFnkmjpVM0X3o+TeevojQwRHbXfrSmNLFME1o6hZ5pItaaqXpt61n0HEzTpHf8BxTKx0no8xnP94PRQjo2j/HiTgZyv2BO5u2RfSuO2cCWmtQQU2H6+3rpPXmS+QtrC76pWNy80bA+FRKXps9QFxCQ/vP0izuf+IvO2g2KOifJxC8E/dm63jwqXbie+1dzV9jw9hvWX3uNXb+VMGjts0RfzP5hJaJPeDEhgk8QGqRC7ClFuVRm14O7AIin4qy4ejlRy6QBDA1YVsBEMkZLayrgAtU1jfMWdvPLjbvdbZcunc+FS+fSkq6MwXOYn2llaSLDq9tWc092H0OlIjmzzJezO1g/Opfr1GLabruRtttujByj4y230PbamzBHxiiPjFIeGqUcg73qIIZRpnnlcmAQALO9CXJlND2GrmmMP7eF/p8+gDGexcjmMbI5Fn38d2i+YDWDj7/Ajnf+YeBY6dXLuPTpHwLw1OqbMXJ5tFQSLZVASyZZ+43PkFm3kqP//i36f/YIWjKBisfQ4nE6X30d3W97Dbn9hzn09f9k7FVPoUpx8s0nKc05id4KBQNiWivDhSfpbnozSk2vr7d0Ok0ul3Pj0qpRUzhWN/gRjtdTNVpOVFQGBGQDFj+FirDoVReC4bGc2btLq4UsflFJHFYsn0IZhuv2dVy87r9Hn4vXEX0P7tzFy1avmuAVEYRzj+n1jSgI0xRP7OGKPQUceu4Q2SFLyK28dgWJdKJC7Dk3rcF+q8hyR2cmWPrELiUR1zVGcwV3+6XLF5BOxt0xHHRf6ZGEFuPKznnEygaar8qS0kx2Z4/w+y98mys7l/GOxVewrnVuxTEB4k0paErBnC53XgsGCuwY3U3r2tUw+BQAsfXL0S5uY0FmCZlYE5lP/QlLPvUnriXONAzXgtJ2/eVc9Nh3MbI5jLEs5fEsWiLhHnPRR34TI5vFyBUw8nnMfJFYm5W9qmXS6M1NmPkCxtg4pUKR8vAoCigPjTD0/PNw5QBmP7Cq6AqbkjFEMtaKQRFTlVzBV5HEUIvq3udTJpVKYZomhXyeZCpVv8OUEm3zC6eGVLP42a/c54ESgXXUY6X1L9jRb91zhKKykzj8+EWeXwRGuX813z6laZRNE0I1+8ASggldboPCiwP5pAtCHe7etMWrKUZQ9DXizgXIjhUolSwx1N7Z5Aou3RWFlljrGbZEYWs66Yo9P3pE0eS2RJIbZi/kfw/vZKBkZQLribJ7U366fz/PDRzkW1d9gJFSlvmpdupJmdXNK+kr9LM/e9DdNlQaYkXzUtY1rw42todSuoamW3F9seYMsfWrIlZnsJj3m2+r6sKd9543Mu89b4x0lzZftI5Lf/A99g3+BSVziFxpH0XDcoPHtC7KxhCZ+IUokjXP72yQcmrx5XJTJvgq3sVaFkCfSgu7bKuOH7DEeaLRLx/92bnWqP4izL5x3KxdfPt9Qi80H80+tl/IhQVq2NIHVm0+d5tTmsVn7QN7aUFDw9BMMJAkDuFFgQg+QaiDu7QYftGnMMoGu35lu3PTcZa/dLm7tJO/n6YUA33j7ngdXVYcmx5SPMVSmcExy1rY3ZZxb261llOz5mUnh7grOATHNTAxzDLvfeq/GS8XWNLUyTuXXMkNs1cT03XfmF6f9ngr1816KZnBDFtGLVHbHMtwfedLaU/ULi0yGeonb3gbYlqajtRNnBz/NmXDK2RsUkBXabrSL/ddn9omu6m04EXhHz+dTtM9Z45bELsWUxHHFzmZyIGDdrfw8f3vhRkQjdVr8dWcht8l7LPuebX4/O7goMUuUJcvfFQzIonDjtvzW/uc1864aE7m7l6uWbl8AmciCOcWstKGINTgnk1bXEHlF3sAB54+QG4kB8Cq61aSTCcq+jvCY3jAEyadncEEDkfQDYxn3VvYbDu5IbiqQKVMsNYbtbbHIoShn/Gy5S4+ON7Pp7bdw/cOP1u1rVKKllgzl7Vf5G5L6ynaE634V3UIrrDge6Icwes9lD1VpSpX5AgOUjGbii1d6Vcxu+mNmBQByxI0VtxMXJ9Dc/ySmtfhbBGLxbjgootoqVOLD7wzrrICbu3LFRon8PC9B8ERGpO+1Sy2KvS+R622EXjPI2IY/R9vb/1m5RvXHsdZY9f3gwqCK9EofMkaSgVWYNE1zV2Zw/9cU4qHd3kxtIIw0xDBJwhV8MfthVEqmJ27/uZ1QKUr17lbDQ54Fr72zkzkMlG9w2Puc0fwOTc7v9iLSt6A+oLPN3uWZWZx85x17i1fC4sz+78mPe32Gi9nKyxxgVFrJSJMwJRW6eqt1INK6cxKvw7TtEttoAMGfdmfMFx4wmsd6hw1Vt35EHVlGvsv3DufL5DN5iLOqvLRaC3DyVopo62o/rOMvk5B0VhlHn7xVmuGoR8GgR8QPqFoHTdKJFoz1Z1l2DTNE4U2btiELe7AEn2O2HP+xnSNmKbz4M5d1ecrCOcw4tIVhAjuDiRpBK17SoFZMthpF1tONCVYYbtzwbsxOWJOV4qBPk/MdXb5SpPY9yVdKXp8gq+7NXpdWL8bOLw/5n8dXurB5qVdy5mXauP9y68lHauMEbTm7b9Z6iS1JHkjT7acC4wZdkxGCYOqTFal+Cibo6Asq6VJHMwySpnsGvgTLpj9A5L63DojnHm2bdmMUhoXXTIJK6T/mpm1r32tpc8C/UIdG6rLF+gfzMatOsVAPT5f3wazdh3R6M/SdZdlq4j90zDsHwKaZpVqcRM8Qi5d5zWahjJMDM0kIbdFYYYiFj5BiEAphbWEe6XYA9j39H7y9lJpq69fRSLlZdNa7iTNdSsBDPksfJ2dtrtW8wQheAkbAHPaW1xLh+uaqkOsjhlNQ/Gxda/id1bfQDoeD1gPq1ptFDTpVoLBeDlbOWgValn7KtpWPGq4e30vi+UTvjFy7tzL5ji7Bn4fk0Jdi169Y1dY6eob5mo+kqkU+Xxucv3DE5/A9Z0I3mehQYtfxfWqPG54veTo/lYfLeDGVZF9/GOGXbvOqM6/L7+r1+mn+6x9Do5bV9MUj+7eG3ltBOFcRgSfIIRw4vac+KFwzJFSih2/jM7OrcaAXZJFKUVre5MbuO+/5YQtfBBRjsW+G/ute04Lv0vXjLjNG5j8w/afVSxb5ScsLRWKtO3WzRrZ4E3fr4NCLuGocf1xXZPF37NgnKjSqsxYcTu94/dM+jini2QyST6Xm5rBaorD2jK26pANvjWq6ovg5KrOwhaVWujflUNUWouz2+/2ddtXEX+az9WLCrZ1nuuahu5a4z33rsTzCTMNEXyC4MON24vY51g9SoUSO+1iy8lMkpVXWZl94bg817KgKQYHLDHX1p62Vs2w8d98eiJj+Bq5A1ttAjF8vhUTlmW6yOhWQsmjvXv49sGng9aU0DmG59akWYKvYBQpGSW7XeOiLepqBqVhSK0EhGT1toPZp3wjhr/KTHKl/eRKBwNb68XY1RRRUVamCT5SqRSFQgHTMCbct85UKic2BfgtvxVJOP65VIj/yon4N6sq26PeCn+yh9cnKOz8Y+laMGkjIPB81j7nR5fuJHAozf2rKyXxfMKMQwSfINjcvWmLe6NxlEbYlQtWdm5+1HbnvmwVsWSsptgrFEqM2u7fjq4MulZ5s9I0zRV8bU0pkvGYZ8Xz3Zz8NzKFdXPTU0limQyJRGWW8K3zLuDfX/Iu/r/zbnVvl98++AxDxUr3rOfyIpB1mY55NeOyRp5Ky01QGERm4FaluuCsx+DYc+5z06w896NjX2bDydczVtxRse9skUwm0TSNYqFQv3EdwpeqQhDWUIuNWvwanUHDI9RRrFGizo//M+qM42btRmSx+/EndrjjBZ57ok+z/0pRZmEmIYJPEGyUsl1JvmQNzSf2nCXTtv9iu9tn/c1rq4o9B2eFDQglbNjomkapVGZg1K7BV2O92ShrhZ5IEEunScQ90dMVb+YLl76dP1xzMwktxlVdy/n1ZVezqKmDf73sHbTFm6DGDd9/s23Sm9znUXF8DVn7XOtPuG/wUbWjY1Vy25nkSp5L16xSaNmkzM7+36dsjHris6YQmkIrWwRds2Zx4803T2nh5UnNZZIar/L9ip5BpWWw8rDV4vr8tlfvffd97qtY9/xjhkVguI8/hk+zM3bDOJY/iecTZgoi+AQBJ24vcIsJ7HduJKV8iV0PWbE9yeYky69cVnVMtwbfoCeSOjorY/MAekfGAzX4whY9byK+h++2qCmNuO+m9dF1r2Zd67zAcd615Eq++JJfY0mmq2IOlbF73sNfmiVbzlaUcKnJZI1HdciV92OaRfe1SbpKS0W+fJSe8TtPz0QmiLMW8xk5FnXeJb/QDVtlGz1GSKg1MqOQhPf+ixD+UbX5/IRr7qnQPqgUff656/7yLZrm1ubTNStOVldSn0+YOYi9WnjR4y6dBoG7jVc01rth7HlyH/kxyz275mWrSbhr3UZnBAL0+0qyOIIvHIMUSNho8yx8URY9//EsrO3+sixJrfKfdkzTiGmVrk/TNGu6w8K1+GoRJRxr7a/sX2+DxVDuMVBWPKGVg5Kyl+EC0Fjf9RVOjt9BQu8mE19PZ/rGyLFOj/SqPqppmjz9xOMsXLyE+QsWTGLsya/BoSbQW1G51FnNgZ2nlYtfWNuVil6iTYXX2fUvy2bVFtJUZekVhapIPopaZs39EedMLLAah1W+RdcUGFgreeAtw+aUa4kuXiQI5x4i+IQXPa6mcqwEKujKBU94bfcXW37FWntfdUO5rmkM9Adr8EW5j3pHfCVZ2lqi51lFSCjTxDDK6L79JbcgcTRKKQpGic/vuJ8lmU7evuTywD4/YQtfcJyah5kQlWKvungcKWxE6U62a5xM7GKK5jCG2Y9CpyVxMW2py5luKKXI5/Nkx8frN44egVMVfX7MGjuVr5Be4+JPTbyYX/XBIoYP1v3ztgXbOXX6lKJC3JUNMyT6TBRmxXq77rJs4Lp2Zek14VxGXLrCixrHlat8Ys8qCGvhFz9GoczOh6ysvVRLipVXBr/8w9Y9R9j519GdNavZa+8bu2d41H3uWPgqSrL4+vndYsXRUXL9/ZDPu21K9s3NTaSwY5ocCkaJDz/7HX56dCP/sftBnu8PZrP6Seu+pI1ynZIiFX5En/POToTx3Ihhl2PY2VfdJTm/+ddRunW+TfHzWdH+CZrjVwJgUiRbqu+CO52O1XCsm/+RTCYpFPI12wQeVF6ZmpnGp+N8aoxbefTgTN12gfMKbo86Tj13sT85qFZcn9feqqzprMYR2BdK5AgXOBfXrjATEMEnvGhxVtOIQvPdlDQUmLDnib0UxqzsyrU3rEaP65GJGuE4KL+Fr6MrWsydHPK7dC1RWDuZwZmntzPuszSWjCoWPlv8JfUYl3YuBqBsmvzlpp9wIj9sCTG8h6Yg43fpGtVduuFrOfnszwYwvSSNuNYNClIxZ3m7JvLlyhp9k5dFUaKqmvxSNd8vgEQySd4nzs8mNa9JaGejmb0Tt/qGlX/td6lWEWfwfhDVE4FO/J5f3IWfu2JP04jrOjFNb/y0BGGaIYJPeNHifLWHrXv+cDanAKymKbYFsnPXEXVD0iME4KAt+NJNCdLphHtsf++ToaLLepV4vYqbl28gfwxf2ayytpqP96+4hiu6llpzLI7z8Q0/plguV7QLZumOVy2/UlsWRRESTiHLVi1Gs4fd53FtDqYJ7cnXsLz9B1w253E60zfUHuAskkgkJlaWpc6FrbQIniYL4ES6BoRi9NG9un41LHt+cee2df4dBEesbd1Tob+etc9t41v5Jhx24a3HK1m7wrmLCD7hRYm3Vq4n9vwo26oH1pd8MVdk18OWOyfVmmL5FcsqsgD1iFg+ZXqrbDhLqgWsCPaNxV+DLxWP0cgNOpxo4V9azbPwqQoXsHtspfHJC25jXroNgO3Dx/nHHT+34rV8oqvJ59Idr+fSPY34Rcx4/oi7PabPQWkQ0zpJxZbhnflkZE6EBS9KVPmF6QQPtHjJElavrb86y9mg7qkEhGb054rw6wmY/JyxnAgERVjMRvSJGN8JH9D8A9XAyfL1r8ih+6x74CvOLK5d4RxFBJ/wouNue+m0MJbVynvttxjseXwvhXHHnbuGeKJ6vpNfiI0M5yiXLQnSEarB51gUiuUy/XbSRndbJhhPFIglCppLwq61WMClW2mps84xeOat8TR/d9Hr3Kzenx7ZxI8Pb3BaA4q0z8KXLflcujXUQb14vcqyN5HTrUq2cNR9Hlfd7nPTNClPVc7AaaKltZX2jo7Td4DQ+1IvVrLeUBM5bLWpBN/5oDXPFXlVjlatGHNAy9lP/OtCe+2CP8z8pVys7ZonDp0+znPllWlxizJrSly7wjmJCD7hRYdlNQgnavj3q4qbxPZfeu7c816xzn1ey7qnKy1QkqWzK2O3C95o+3w1+Lpbm2kEPaosi29b0ck0DJmg/P8557iqZQ4fXf8qt+8/bf8Fmwc9C1pUWZZKi+jpJSwQC+Xj7vOYPgfLKKlQpsIwolYStkapdi3cxJ0oC94UMzY2xu5duyhHuM/PBBH2sLrtq8vD6nv9ryZzHSO8thHHtIgSi8E6k0FroRaK3/OHTTj/RsPJG/79urh2hXMQEXzCi4raiRrRwejlfImdtjs33ZZmxeXLrPYRtevCAjBckiXcDqB3xGszt90TfP5ismGJ4sd55Y/hK0YkbdSKcXrlvPW8ZfFlgJXh+/9t+DH9hVGUgqaY36WbdWcwWavRVFA0e9znCTUHy/9uUDAPcHT0X9ja+yF6x+857fOYDLlsln179lA4k4kbUVa/gKid5Ps30bfaPb7vM6SC2yO7VcvqdV74LYXVXLzV9rmnoQJxfA5u8kZ46bXT8WtAEE4jIviEFxXOV3TYuudk4kKlC2j3Y3soZq1VHdbeuAY9HnTnRCVqOPgFX1dXs3djw3tEZeiGqebm9eO38JVNY2LuOKX43dU3cHHHQgAWN3W6wlJTGmnNEn3hOnwTOELgUc+KVpF4ENIjZXrtlhq61olCw0RRLJ+kN/tlBvMPM1R4JnjM0CzOpEb1H8ZZ87hYKFRModpjOlHrOtZasWNSVr7A3ypXxNF8EQcI/lux+lYrkh5w8dqtK5I3bNGna0qsfMI5hwg+4UXD3Zu2gOO2wxN7DoH4IN/NYOvPPXfuBa9YH9gf6cp1Ar9V2MLXbPfxHydYkmVOa7N9o1EN3fH9NzR/0kbRKFe1lnjnGhRDcU3n/174Ot63/Go+/5K30Zn0LJJNMcutO9aA4DsThg9THwAgps1CUzFMTBSKlOYlQ4wVtp7+iUwCR/AVJpKpe5o5FYtfrb31S/M4nz+/Ba/yswnVl1mrVqPPL/D8IQz1Z+Mfw8JL3vAfQyOua5LAIZwziOATXhTctXFz1VuXhiI2Nkzrnk0kRocC+wrZArse8dy5S1+yNHL8KOuerhQD/hi+WZmKNgAnh7yiy3PaKtvULMsC7kn5Xbol0wjcwBt1P3UmM3xg5bWBsRTKjeMbL2crBF1F7BsV9rxQ++hTqGV9878slXKgjwB2DT53fINYrIWEZtUXHCvuwDSLp91KNlELnWvhKxZplDNtBTwl0V6jb2DOkzyI158KC3E4qaMami9OD1W9aLr/uWPx022XrlM6SRI4hHMFWVpNeFGg2XcGS5BYAfqJ0UFmbXqcliN7SIwMAtB78XUMXP5ya81NTbH70T0Uc9aNef3L16LHtEjrnmsVCFkB+m0Ln6Yr2trSFdY9CNbgm+26dOvfDJ2bU7K5mWRThlaf9a2i8HJYpPmfhxMwQm0Hi+Mo+6uiZJYoGkXi2tStMDrR2/7o+GGctVFjWrdr3TMBTJNUbC2FwkFMCmRLe8jE107uQFM03zCapjF/wQJSqVT9xmeR0Kei8eXVJn08RWCNXf+x7bXTNBW99q5//dzgmPZfVbnObgMTstob1Y+hKQ00g4d37ea6VSsbPFNBODuI4BNmPHdv2oJWLtF8/CCtJw7QfHQfua55JIb7aeo5jOYTR9k5tnWob5SjW4/x+DeedPedb7tzw+hVrHuAm6Xb0ZGpEIMOJ2wLX7tdg69WvF5QqNnH0nVUTJGIeSKs6kobVC9/EcY0TXaOnOBjz/+QlnQfCXv48XKONi1Ro2d9i16t9vWmN5YLFl22mpuuJTEdO4/hws8AGC1s8wTfNOL8Cy6Y8jHrXebTKdc8qVa5w1/T0pqHT8qpUL9TmGRQ3PnGryLwnPV2dXs9XWudXcMVdrrSKNtrUuuaRtnwnoMBhiX2MDSx8gnnBCL4hBmPAtb98Iskx4dx1p9o6q9ceuvEla8kt3gVh144xAt3bmCkZ5Sj244BEEvoxFLxmrF7YUGXyxYZt5di6wzV4NMjavDNbsvUvGtHlYjwEw+4dL2SH5GrczTIP29/gOO5YbR42Sf4srTFW62hTqev1CZ8iPHCUXdjXJsTaKGUIh3zyuaMFrcwR71hSo8/FeRyOUzTJJ1O1288RVQVZbU6+DErNlRvHhZygV2NWQv981XKs/L5RaLCv11VFXfgWeg0X7twa0fYOW0VyhWCuqaBYXhWPt8ErQSOPVyzckXd8xKEs4XE8AkzGitRA45ecTPlWG03ZPu2Zxg/fIIX7txAIVskloy5X+jNXc08/+MXGB8KJi3UtO71erF5nV3NkYKtd9irwTenrRldaW6MUrgsi/9FVMxgvbIsUYTj64IL0mt88qLb6Eg0YZje2Nlytmrc2FRkZtYjX/TV4NNm2y5d+/5rmKR1z6I3Wtwy9ROYAjZv2sTO7dvrN6zLxCL5TiXur/K9nMAIE4rrO5XIRKuff3WZRsq0BGr2+eICwzF9SjmFmLVAuRarTIvcToXpjXxChRmN9aWvGF66lh1v/BBHr7qFkfnLKtqZQHK4H+M/voixZStdHTH6D/S7+xecN9+1+PmXX3LwW/dM02T71mP85EcvuNvGxvKMjRcqosyPD424z6uVZLHGr37zKxeK5MfGMfNeEoDl0q28aU40UH5OqpVPXfz6gOB7tGfnhMYIHD/iEd5Q75ZfMDzrbFybCybucnBoCl1vJaEvAmC8sAPTLDU8l8j5TfrMqj/i8TjFUmnC/U5Nsk0dp1y/r9HjhKy33r/o8HZvXrXQfAlGUfusv3Ytvqg6m6GO/uxdx8onCNMVEXzCjMWx7oF1iyhnWulfdxmDKy8CQu4cpTFw3pUcXXkFpUwLKp5g1FdSJZ6KoxTkRry1ZKOtexrPPXOQX9y7hZMnht3tJ48Pc/edG8hli+jKchE9tfsQ33t8s9tmdDxPvugTJ1Xuo+GbTjGXJTs8RDk77m1zV9qocYHwbtzVboIAl3Qu5rrZa9zX3z7wBHtGeyrE2aSYhAnQX3Q5rs2xsoTtE3VGS+mWW9cgz3hx+t2E4/H4hLJ0TxcTlZC1PidRY1ffp6q2myqrsH95v6g1dcOZueEZOo2rZe4GX4uVT5j+yKdTmLG4tgAV3Da88gIOX3c7aBqmvVOZBuMLV6CtWkmxtYtyLMns5bPcfrse241pmGTamwjjt+6NDmd54ak9xOM6Cd96u93drRzc38eunccxTZP7Nuzix89sC6yyseNYL3c8uZlS2ahp0at+i/Yk7FA+a6czTsRGFbYGes+vnrXafV6myJ8+dwcjxVywfa2p1Z174xiq130e12cRTAMwMTFpTd5AV/rtrOr4WxL6nFM8cgOWtgka5lzBN+UGvjNrBawnzgIzqXLJoPFZBv8th9229r/4OpNS4S8EvwgMuXjDhZf9+xwCK3GIlU+YxojgE2YkYeue9R3tyYKR1Rez/7Xvo5T23Kj5OQuZf/4CWrtb6D/Uz4Lz5pNuswsO94+THc6ycP18oHoCxfGdB8ju2Ut7R4ZczrPgNOcG0HOjHNiwm2N9gzyz9whtTalA8sfcjhY2HTzBrmO9gTFr1dBz9u0aHeRrB7yYsOd6j/Gvm59gpJDHuav545oUEeNW6ATvRSbmCV1dGRwaH+CTG38SLFMxBaaZRkYw9UF7Hh1oKoWdignKe4fbk7cyL/NRutKvI663n2bZM3Fi8Thmg3GWZ5qJysVg+wlc6VqfF78wDH1uJzY35XtevV+tH1gK7997LSsfIFY+YVojn0xhRuLcfFRgW/DXf2H2Ag684bfc10Y6Q6ajiZe8+VKaOproPzjArCVd7v5j248z3DOCHy10AzCSacqds1EK4nFvX++RXmI9R9A2PMn+w8fIFoq09R0hOzTotukYG6CUz7KvZwCKBcjnfFY6R7RV/pM9kR3nqwe3cTznWQs14NFjB/nKtmdqZi42wnhpnE1D29zXnekcbcksD5/cxcMnd+O/1U/UADXRG3ipWICYtcqGVXQ5KDS8WZiYJm5ZjenG0mXLeNlNN0XuO2WDXg3hfrotfhMnel6TmWXVU3b2RwhMLcLaF3b1hrPv/QLQQax8wrmAlGURZhx3b9riGg/Cy6eB90VuAqV0hp2/+Uk0p96WUsxfN49XfbiTo1uPkRvN0za3lc0/20q5ZPCDT97Jh776PtCjb0ndi2bT1NHGyHCOBYu6OHxoEIC9+SZWLO1i/rULySbTlvhMpknoRbA1yZGjx1Eds6xyENueR/vJNzBjcci0QKYVFq+AV7zZEnBP/BKamjGbmnl8ZIC+fI55qQz7s5Yg1TWN2ekmNvYeZ99wPyvaupjMbTRvFPj6oe+xY8S7gTXFdLqbx3j5vOVc371qwmNOHGveQ/lnODD4727R5ZIxSLa0m5S+wrqZB2qvWU/KhgkNl0hr8Po00Kxek8muMnE2sORznQZ+apRvqTVWtXItloBrpCyLV5RZQ2G4RZwry7VEF1GuUZRZYcfemmiahhGoyYdbo88aR0NTp7dItSBMBhF8woyknnUvXJYBPagK0q1pVly1HF1TrLt+Fce2H6fvYD8HNxzm0W89yXXvfqk9roVjBWjvaOL8Cxfw9JP7SSRjdM9t5eTxYYyySb5ssuaq8+kZHycR0xltmsWypg6O7zwIwHa9ldWZVhbPaoeOORiv/w208REYHYGxYYgnreMVcpgP3QWFHAaw76KrSCSTAatDfnSYpqFBemIx9t33PZZddh36yvMx+k5g7N2OSjehUmlIplGZFvRZVpybaRgoTXOv3qahrewdO0BbvIWhkpWEktITdCUyjBrH6Sn00Z30Yh3D74GDiTlJkWP1Gcg9zO6Bj1MyvFI3JbOPg8N/wOK2z5PSl4Npv6+GaZk4TZNcsYdsaQctifNJ6LMncfzTw9DgIJs3b+ayyy4jNUW1+JyrWyE1Ki67img0dQLFL7yqtqk2FTOizWTnETFsI+JPRezTlIYRshbrSlH29dOVQtlFmQ1T6vIJ0w8RfMKM4q5Nm72VJGpY9wLb3GLK0beYeCrOm/7qdXzpff+NacJ9X/gl6162mjlLowXES69ZRSqdYPPGw3R1Zjh53BJKx48OYhgGS7rbOW9hN8/tO0pLOkl3W4aTQ2MUywbFcpn1C7ohHoO2rkCckzN3lUyjPvpPKKME2TEym5+mPHCSmKaR1mNkyyWGdJ3BWBzNMEjmxqGQB8A8sp/SXf8TuCOrhctJ/9afYxoG2U/+FsQTqEQSEik2ry5jLkqTTCTd9uVClpaSRl+swPb9j9O95rUYI4MYB3e7fVUsjko1oc+eZ3XKjmPGYhCL2zfFxrDEQ5lDw/+KYeZQpDCxkkUUacrmAH3jX2Vh699Y52fH8ikD+nLf4tjYZwBY1fG3zMm8Pjx6zZdV59Tw7KtjAqMjIxSKxQkJvnPFLhh20JpEC6qKfnWKJ/vHqFqUucGl16xt3gzB+g7wVt2onIezXax8wrmICD5hRuFY8iZk3QsRVYdr6aWLuertV/D4/z5FMVfijk/eyW//12+gaVowjk8piClecsUyLrl0CSPDOX7yo+d55KFdFApl7v7JBt717qt5/eXracuk2LD/GHPamukZGsME9p7op390nHkdrTWTNQBULA4t7VzSvYinB3vIlsssbelg26BVtmRnLM4Fs+Zy8ZWvRE9a67bqF16JdsEVqGIBMzcO+SyuLc40Sdz+bksc5vOYhRxGegdKldDR0EwwFOQpY44PQxJKA1ZNvAd3PsGvNj7AH+/p8ayes+fR8gd/B8DwZz5iHwvQdIjFaP7gnxGbv4TcL39EYeNTEIuh9DjoOokLryT50pdT7jlO/yP/QfbiXaiyjqHnIe68T9bX12jhCQwzh0bKFfkKSOrL3Ws1WtzKHF5f83qeSeIxa+7lUnSNwNPOBNywkc2nej5VjuU/jiXsJj8LZ1z/0mve2r0aZkS8p6rjzw5b+ay1daFslGX1DWHaIYJPmDHctXFzhUjyFyapJ6Cq4Qi6V/7+y9nx0E76jwyy95kDPPHdZ7j67VdU7ZdIxOia1czr33wZTz2xl0KhzP2/3M4tt15IZ1czt1y8hhvWL2c4m+fHT2/lx89so2SYfOWBZ/j4GyMC+n3T95/LxZ3dXNbWzTODJ9FjMWJKo2QaDBXz3DB/OS0+6xzYcY3JFMoWge52XSf+kuvtQ1njr+57km3H7qVslknHmhgrj1PWYGzOHJIKVix/NV/f+zhfOPkczG1jxZWv4tfmrIdSMeDSbXrzBzCLeSiXMItFKJfQWjusc5m7iHg+h1kqQqmEWS6j0hnrhI0yRjkPpoEyNEzduykrdNuCY1gZr3Y9bNMAlEnKv8RaYXqtuBGzBV/pNAi+qE/5xAVabaUz8bi+yR2p7nEiDmjF+NlCjsaWW/OPYW0z0LWgtc9x6+qawjDMgA/ds/LZlkJNgSFWPmF6IVm6wozBStAIunO1yNufPwMv6M6tVWW/KZPkTZ+43X191z/+jP6jg+5rv0vYX66hq7OZl79iPQClYpk7f/yCu685lWB+RwvvedkltGcsAfbQtv1sPuQtH+afZxTJWJx3L1vPry1Zx/md3Sy3hRTA1oETVlFiX9ZiZXmW4HhuwVrgkrbzmZvspq8wQEx5vw+HSyOsb13N4vQCljR7mcz/euBJniFLbO5i9LmL3O3x9ZeSuPilJC67juRVN5G85pVozdZ6vInzLiN969tpuv3dNL3xfWTe8pskLrZiJPU5C5j1pk8Qb5qPmYmB7lvRBIVJnlRsDbrW5M5Z2cIvprUT1xYAMFbcgWmWCVwIFXxZjQabTQjdFnzFs2XhCxN5YlN35hOK32ywbXC1jYnMIexwdv4dVB/EuwLeM73Gd4WDpike3rm7/uQE4Qwggk+YMVT72o1y5zZKuCTDyquWc9VbXgJAfrzA9z/5YzDNurfDW267iFTK8kU+9KvtnDw5HLhRZJIJ3nv9pe7r//j5U9UzBkM0tbYyZ/4Cbjv/Uv7s8hv58k1vpDmeAOAn+7dzMjtaZ4QqKGiOZ/iNJW/jwrb1JDVvLeKOeBtvW3A7mlLcMGc1H1h5DQAGJn/+/I84lh2q0Av15UP0Vl2lmN/8LttmU3C3m+YYigSz0u+23gMTK4DLMF0PZdq28hlmlvHSvsldh9OArutcdPHFdHR01G88BYSv/WnWdw3OppE2IXF2yvOqDOeI/k6wju38AKz4Yeh+LwTn6Ky4oTslWpRGTG84TVwQTisi+IQZwd2bPJedirDu+b/g61n3orB+zVvtXvNHr6RtjmWd2vnYHp76wXN159fSkuKVt5wPQLls8uOIPq++eDXLui0BsPNYL7/cFG0ZCFsiwvfplkSSN6+wjlU0DL61Y8Mp3cdnJTv59SVv5U9X/w4JZYm+kfIYCZ8A/OCq67lmthWrNFTM8ifPfp9c2Ss83chxnWW7/A+HuZl3sKTtd/HXWInr81jQ/HGaky8FzQ7Qd6yT9vq66dh6t/1oYWvt41d5nA6UUsydN4/0FGXong0mfp0mKvWdfWETtPcIW6rd5wHr38QsgdB4+Ec1q35grHrrGwrCGUIEnzBjCPxSNyu3VbPumQTjhGq5aECRbknxZp9r90f/cA/DJ711c8PV+B1uufVCMhkrnu7RR3Zz5MggfkuCrml88OVeTOBXHniGXKk0qRvGO1dfREKzxNF3d29iuOBktk7m5mPNcVayizUtKwEYKg5zPH/SHVNXGn9z8e0sbLIE6/bh43xq872nXPTZnYFSzGt+F0ZugbttWdvXaUneaFv2cO/mVk0+hYa3pi7AaHF6xfEdPnSIvr6+s3b8hix+tTdMYG99sRWYT6Mf01Mw+UVm7Eduq2flC/+bD1r5ACnELEwLRPAJ5zx3b9ri3mycDN2wyyYsO8LV9P1LnDn6IezOBU8Mrrt+NS953cUA5EZyfPeTP64rbpqaEtx624XWMUyTO773TEWby5Yv4MpVVuxb78g433t8U80xK6x99uvZ6QyvXbYWgPFSke/uih4nfH+r5/Jeaws+gO0jwZtYW7yJz176ZlK6Zfn76eGNfO/AszVGm5iNyDAMUI5wTRLTMmjue2tadfgATGW/54p03BN8Y4WtE3Qxn172799Pz8mTZ+HI0ZyJaxC85pM7Ys1eVd7fumM2KP6iqGfl02W5NWGaIJ9CYUYQ9YXt3xZeFL3CrOe0i7Cm6VW+rF//0VtpmWWtxbvlVzt49qcbqrp1wLrxvPKV59HaarnxnnpyLwf291a0+62br3CF5Xce20jPsG/JtIjzzI2NMdzXx3BfH6Wi50Z9z5pL3Pbf3LmBXKkUoXJqy57wTTko+HZVtF/V2s0nLrzNff3ZrT/n+f5DFe0mIy8KhQLoluDTVQvgX3lOBYZ0sjTjWjtxzVr/eLS4zU7cmB7EdP20ZOmeCvU/HmdYJjvirUYYQ3i7+zzi37+1vfY41YVe7fMN/9vXfVY+TVM8IlY+4Swjgk845/Fb9xzMiG0TIfKXuk8M6ppGpr2Jt/yl59q9429/ynDvSKCN+9yeRzIV57W2ZRDg+997uuIGs2RWO7dfZlmmcsUS//3AM76bUuUNt1wqUcjlKORybjFYgMUt7bxikSXQBvJZfryvdgxbIyxpWkRKs9zS20d2R1o1Xzl/Pb+27EoAmvQEeV8sn0P4LBp5lwr5PEq3avnpWot1bOdhWEkbfh2v7Ofp2HoUCZriKykagxM639OJHoudvTp8p4m67+ME3vRG/+k2+m9c+f6baF/PrWtn5ka4dR38rlx3m9Kq/nAUhDOFfAKFcxp/sgY4xp7oL/Gwlc+LyamXrFGdC25ez6W3XgDA+FCW7/31ndENfTe5l9+8ns7ODADPP3eQXbtOeMez5/Tu6y+hOWVl2t63YRc7j1VaAr2BIw+DphS/se4yd99Xtz9PyagsLjsR4prOquZlAAwWhzmR74ls93trb+ItSy7jG9e+j6tmL49sM1Hy+SzKtvBpqsUqL6MUoKE027Xrz9uw82zmt3yc82Y/xiVzvkNS7zprLtwwuq5TLk8fi2NDVFy4KKvw6bUBVrNFR+1pKGHD7qb5sz5sqlr7Qk2rrdLjR5I3hLONCD7h3KdO/E2jsTiT+ULWNY03ffy1ZDqaAHj+vs08f2/tuLtEIsbr3+iVYPned56quFW1NaV493WXAJaV6l/ve4LwzSzyvEIWt3Uds7l67mIAjo4Nc99Bzw0bFUPViAcv6NaNziSOaRofO//VLMp0TNlNP1cYcJ/rqgWUVYsPTEzTttz4l+aytW1c60AjFlgRYTrQ2dlJW3v72Z5GTU63RAnWxqt9tPAKOlXbNdAq4OKNaO//Lqhw+WqhJI4qyRuaXZbFb/ETt65wNhHBJ5yz3LVxs6dFnGLCdbJyw9a9KBpx5/pp6WzmzR9/rfv6u399J9mhbGRfh+tftobubqu0y+bNR9iy5UhFmzdccR4LOq02Gw8e55Ht+6vZMULPgy3e57Py/fe2Z6smlzSqd9e2rHKfRwm+ahYe0zTZO9IT3Sji2OHd+eKgu0/XWlxrnuO8ddbRtYQg4AgE01o5rBSxNurZZOmyZaxYubJ+wxlP+PM7iRGmSJkGhaBnKYf6VrxGkjfErSucTeTTJ5yzqHCxNpvImntVvqz1UMmFqH2NcOmtF3LhzVbNt5G+Ub73f38S2c6JBYrFdN74Zk+Iffc7TwUWmAeI6zq/ffOV7uv/+PmTFEoTdwG+pHsBF3TNAWDnYC+PHjvQUAydK6JD25c2LSKpWe7manF8YbLlIh9/4ce885GvsGXw6ITPAaBQClr4TEvn2XO03bumaVv6fPNWoEys5bCmEaVSiVwud7anUZf6Vt/an6ZT0WK1bNCNZvlWc+tG1XsM9JukC7Za8gZY3zMPycobwllCBJ9wzlLr63iyyRoTwf/FHtM03v6J15FutZZHe+rO59n4y9pJEldfs5IFCzoA2LnzBBs3VGazXrNmCRcvmQfAkYFhfvhUY7Xkgjc2FbDyfWVrZTmYuuPhXe+YprOq2YrLGygOcbLQWydoS/G/+57mnqNbKBhlPvLsHfTnx6Ia1qTgt/DZWbqGaWJgYpimvW6yskvyKS+Bw4TB/C/YNfBhnjp6E+PFvRM+9ulg3969PPnEE5H7oiRUPYF+1jjFyTgxlw2dV4PHakQM+tvUitXzDxUu0h7l1vWjBTwDlos3rsttVzg7yCdPOCdxkjUsN67n1o1iIskaE3Xn+mnrbuXNf+6VJPnWJ37I+HC2avt4TOctb32J+/o7336qwlqmlOJ3XvVS957z9YeeY3A8N2FBe9PCFSyz19h9tucoL/QcO6UbtT+Ob9uIPy4wmncvv4qLOhYCcDw3zEef+8GEE0iKhlfcWlMtVr093V4bWAMnR9d56q6NoiBf2sdQ/n7y5eOMFs5eAWa/sNE1DaNcnt5iLoLTPb9J1+c7DW5dd1uD1r5GVt4QhLOFfCKFc5eI72Dvy9o8pWSNycbaXPn6S1l//WoAhk4M88NP31Wz/eVXLGfp0lkA7NvXy1NP7QO8NTwBVs7t4paL1wAwmi/w1V9N3EIXztj9r212QeQJqAx/03X+xI3h+i6quKbzD5e+iVlJq27hM30H+Pz2XzY8f4CS4ZW8iWmt1lxMe0k1lLW8mlKYyo3qs1ubpOONL7F2ptDOxSzd00UNxVtLDE/MrWu7giegDCPre0bMI0zNmnxKk+QN4awggk84J6ntznWeVamuXIXgl3TtvlE19qxjK971f99Eyl5C7ZHvPs3WR3YC0Wv1apriLW+73H393e88Fail5/CBmy4nHY8BcOcz29h/csC7CUZcjHC9MYDblqyhO22Vg3ngyF52D/b52k+MZU2LSdhxfNtGdjUUxzc71cI/XPomYvZ1+ObeJ7n3SOPWtrJP8GmqBcM0XPetm7SBV4/PQaFIxbwVN0ZO0xJrE3XD6rqOYRiTXn5u2loFIz+PZ36up+LWrTXX8Oo8AbduqIOuaRU/KC3RN63eMeFFggg+4Zzj7k2bAVvUKOdvNXeu/aU8gdp7fhp157rH0zQ657Xzxo+9xt329T/7PrnRXNWb3iWXLGb1aiup4vDhAR59tNJi1tXSxDuvvRiAsmnybz/3Yr/iiSTpTIZ0phlN1wP9/MIvruu8d61XDsa18tktJ3Jbjmk6q+16fAPFIU7mq9UJDHJx5yI+ct4r3dd/tfGn7Bw+UdEu6ugGo+5zqw6fBnixe25ZlpBYNzGJa13EtbkAjBW2YZqnVo9wKtB1HdM0p2694SkZpfFjBR7hj00dQXMqc601dONr8FLzYx6Z4d+oWzeiXfgdlmxd4WwgnzrhHERFWxF8a+ZOyp1r64RGiqjW49q3XcHal1puz/6jg/zgM/dUPa5Sire93cvG/d53n6Lky8Z1zuVtL72Q7lbLQvfEroM8tdtK8kim07R0dNLS0UEsHo9YX9d7/uYV59GasKyPd+/fwdGxYaKIvgTB23y98ixWD1UhDt6y5DJuX2itKZwrF/njZ77HcKF6rCNY6+gaykv00LUW+71WYFiiybSteyhlxfcF7DcmadvKVzbHyJYO1DzemWDevHm88lWvqvJjZXI2sWlr9ZsgE3K7VlVtUzOXyVrjgvX5LFeu5da1tku2rnCmEcEnzCimSzF7pRTv/rs3k0jHAfjVNx9nx5PV43bOP38h55+/AIATJ4Z58MEdFW2S8RgffPkV7ut/ue9xSuWJWaqa4gneufoiAEqmwde2PT+h/n6qJW7UQynFn11wC+varOzjw+OD/PP2+2v2KRaLKM1X29DO0tUwUcpykekob7k1FVpmzVSkY/44vlNz607MHhrdU9N0NE1HKY36o02TD/aEOI3ys9bQvm1VS7Lg3x7t1q1FVbdunUQw092miEm2rnCGkU+ccE5x18bT486t90Vd9bn/ZhFy+c5e3MUb/uRW9/VXP/Zd8tlC1XkGrHzfe5pisTKg/+UXrGTdgm4A9vUMcNfz2yva1ONdqy8mpVvxgHfs2cxArrZ1DaKtKCsyi0lolqDdPry7YpWPWqT0OJ97yZtpj6e5ZvYKfn/tTTXbF4tF0IOCT4EvLcNy3WrKu9u7++3Cy2lfHN/ZzNR1GBoa4sknHiefz5+2Y0xemE4Hqs/8TJxHVbduAxcyyq0rCGcbEXzCOYVSKjpJQYFz+3cEnmn/V43I7Nwp/qK+8T1Xs+KypQCcPNDHj/7x3qqxQKtXz+XSS5cA0Nc3yi9+YYsS3z1P0xS/9+qXun2+/MDTjObzE7qjd6TSvGnF+QDkyiW+tXPDpM4tpsXcenz9xUF68n2VjWoojnnpNr56zW/wz1e8jbZEuuYpFItFdx1dAE1rwVQmnriznjuJGwCG6Rd9JqmET/AVG8/UPTXRVL1nuVxmYGDAErOTnsm5JOfOjGibTlcnKltX06yHrjRx6wpnFBF8wrlLSMs16o45E+steJX1NX79028lnrQsaj//r4fZ/ez+qv3e+jbPZXvHHc9QKJQC+zWluGDxXG46zxJag2M5vvLzJzh56BAnDx2imG1s5Yb3rrvEzZb9n50vMFastDw2wrpJunUdljR3NhTAXiwUUPo4AIoUmorbzx1s4ee38LluPet/CdVFTLOso6OFrWc9ccOxCEdlZZ+LVPzrO0WFNZHQuUZj/vy/taq5daP7VbH20ZhbFyp/TEq2rnCmEcEnnHO4iQCqujtXVYmxcfCLvnqCoxF3rjWv6Hvc/OXdvP4PX2Ud1zT5rz/9DsVctFVnxfJurrpqBQBDQ1nuvXdTZLvffsVVJGJWRu6PntvB8eHxyHbV7ifzM63cutSq7TdcyHPHns3RDesQjOM7dWtFb26Uv3zhTsZKQTen36Wray04V9ux4HquXdNzLTvlWQzANDFMmJ1+P4ta/pILur96ynM9VRzBZ06p4Ktv15oOlq/JMbmZhr8j6p13PRHWqEhrJMO/0cxfQZgKRPAJ5wx3bdwcHc7u/9Xuy9QFX+C+/SSqFl4UE62S728fNcdXvO96ll24CIBje07y43/+ORA9n7e+9Qr3nH74w2cZG6uM8ZrX0cJbrroAgGLZ4JtPVYvlq3579y+39rXtz1GwiwA3cj9z2iz3x/E1uK5uNTYPHuUdD3+ZOw9v5C9euNPWbdaci8USSrOsl07ChsIknAVszc1y5DorsFhLblg/Dmal30ZH8o20JM6zkyWmkolJqZlm4YMzKyTD40/lsZ0xpsICV+nWVe6PTCnPIpxJ5NMmnDNMzfq4lvKLitWbqvi9cPIGgB7T+fVPvxU9blnl7vniA+zfdLiinQIWL+rkuuvslTVG89x1V3SM3buvu4SOTBqAx/YdY9vx/rruav8lXNnexY0LLNfw8fFR7jpQIwGkyt00rsVZZdfj6ysM0FPorzOD6rTGU+QMy4V9//Ed/NeeR919xVIOpVvC10nYcCL3DLuWnbOeriM63bIt7v+tLb/7m+/ntz74Qf7585+f9FyngmQyyfnnX0BTJnNW5zGdmU6WyFribzJuXed74pFdsuqGcGYQwSecczjuXD8aalLBeWfyF/bCNfO4/fdeAYBRNvivj3ybUihGz+Gtb7kc3S7bcOedzzMyUplJm0kl+M2Xe6t0/NfjWzEmaGF7/3pvLd//2vrMhPtD0K1rLbNm3Z4nKtAXZzr5u4tf797Y/2X7Azx20roZFkpDbjtda7Xv/raks015mrJr7yllu3O9JTec88rlsuzetZONGzawaePGwPEnFujfYMtqgyqIJ+IsXLyIZCpZPxdjYpObMKdNTFXMubp7NfKUJjIx1djF8U9BqxLH13BMYJ0fifXcupqmxK0rnDFE8AnnFI18KbtlWFy3if16El+sjcbvVe0fanfrh17O4vVWvb1D24/x03/7hXvL8bedO7eNm26yskqz2SI/+tHzFRYGTSluu3Qty2a1AbCnd4hfbtnb2InZXNI9n5d0W/PZOzzAA0cqrQ31bn7rfAWYJ5O44ee6OSv50OqXAZZW+9jzP+Dw2ABFn+DTVAvO8rnuzEzcDF3DNEGzQ/KV6ZwEpgmHDx1yx+maVziriRvlcplDBw8yPh4df3k2mSoJMqVSRk3eyl+rXz2JGJmwIckWwjmICD7hnKDR+L1GqBefdyrxe/WIxXXe9w9vQ3Osd1/4OQe3HbXFSfDx5je/hFjManf33RsZGBirGE/XND54oxeL9+VfPUuu0GiZDwu/le9LW56ecBze8sxi4sqL4ztVPrDqWm6YsxqA4WKOP3r2e+T9Fj47hg/TS9qwrHw+C59hunGbpgHKtGL6jvgEX3r2JnKlg6c838liGAZbNm9meGiofuNqNGT1a8w0eOZdpw0ebZKTqrmW7hk+2Yo4Pk3i+IQzj3zShHMCv5gLrpQadMtMtubKmSyUuuT8hdz6IavQcLlk8OWP/C/lUmWR5VmzWnjVq6zEjEKhxB0/eLaiDcBlS+Zy2SKr3EjPyDjfemzDhKwh181fyur2WQBs6jvB0ycrYwtr4Y/j6y30R9fjmwCaUvzNxa9jSaYTgJ3DJzieO+rut7J0LZybulNrz1tpw9uudNyb+5HDnuCbPd9gtLitgRmdgvu21qj2HKdr0sbp+xcxdUrrTNvZpiaOr9JrIHF8wplABJ9wzuEJGbOqwAu7c6M4Hb+soxI2ovbd/nuvZMGqOQDs33SYe770q8g+b3zjZSTtGn733beJnp6RyHbvvWqde67ffPh5eoYrrYEQrUk0pfiAz8r35S3PVD2Hakx2mbVoFC3xFP/4krfSpCcAKBneeeuq2X0eKKztWPkcsWfH9pk+S9+xI0fc5rPmGowUJleOZipwy7KcQmazMDn83wrVllaTOD5hpiGCTzhnCH4xe9v9Fr9qX5xnI36vFvFkjA985h0oe14//Kd7Obr7RKCNAjram3jNrRcCUCoZfO/7T0eOt7C9mVett1bpyBVLfPEXT1a0qXUJXr1kNQsyrQA8cuwAW/tPTuh81rd6cXzbh3dVtbxMxAO5onU2f33x7QAkda80ja5a3X6B/rZ1z/lPA5SprC85e9WNo0c9wdc5x2C00PiKG1ONa+GbasHX8EU+S1QcWtXefUpj+3Y1mNQRxWmL4xOtL5xBRPAJ056q8Xu+rZVfvl5pjkCR5TMYv1dPGK64ZAmv/sANABTzJb70J/+LUbbce/7zed3rLqWpybJ0/fKXWzl2bDCwP5lO0zZrFr9585U0p6x297ywgx1Hexo+j5im8b71XizgV7ZWt/JFndXyzJIpjeNzuHn+Oj64+jrSMS+bWddanJwNTPv/gKVo7Tg+DXuZNWVabexafCeOHQOguQ2SaWvFDUxz4iJjgu7byCGUoquri2QiMfHO5xBTLS2npjzTmScyjs9ZkeccPSfh3EIEnzDtmfwXfMTPZ9N7OJags7HQuSMG3/THr2bOstkA7Hp2Pz/774cq2ra0pLj99ksAMAyT73z3qcD+WDxOuqmJObM6ed+NlmvWNOHz9zw6IXfhG5afR2fSqut338FdHBgZbLhvQouzsnkpAD1TEMfn57dXXY+meZmsmp204SZsOHF8hs/C54vjc1z/hXyBvt5eAGbNaQKgbI6c1cSNy6+8ku45c87S0U9RsU4Tas28ZuLGJI9Wq3j7pOL4JGlDOEPIJ004p6hYJiksBs3Gfi37XbxmlcdEqRW/R7lI4sRe2p79CZntD7ubE6kEH/iHt7mvv/vpuzixv7ei+2tvu5iWlhQADz20g4MHowXVm644n0VdVpmW5/cf5aFt+6q7V0PXKRWL8e61trA0Tf57a3SSSDXW1VlmbbK33nK57C6rBlaWbk9uGMfG5wg/zY7fU1bGCo79DwATenqOu2N0z53lPh8tOm7dKLPd6RVC5XJ5GiVtnNui71TerdpxfPVHrxkyYgat/UFLn+lue3jX1FnGBSEKEXzCuUHgSzhakFXWqbMTNyZhwYtVid+bMKZJ04EX6Hz+Lpr2PYtWzBEbDa5GseaKFbzi168DoJAr8i+/+zV+9Z0neOxHzzLUayUrNDUleMMbLnOG5FvffiLycPGYzu+86qXu63+57zEKpXLDN8J3rr6QTMxyMf5o71Z6c43XiPPX45tKt26pVEL5BN9TfSf4tUe/xE8OvwAErTimL4YPLMlnmgqlwckTXlzinDmL3ecjZzGO74Ff/pID+/eftePX48zK36mhUYfAVFj/ptIVK5Y+4XQjnzDhnMRfimWqvnQbEXbhuLwoi6AqFUmf3EvzridIHd1Gqmc/yvBE1/iyywjzto/dxqwFHQDs23CIr338Dv7749/nL277R3721YcxTZNbb7mAjnbLFfn443v4q7/5MV/+yoNs3HCAXDZLPpfDKJe5bu1SLl02H4DD/cN8/8lNlBu0IrUmUrxtlV0Kxijzje3PN9QPBStalhJXVkZx45m69SVFqVRCaZ7g+8zWh8kZRT6//edsGTxamamLZ+UzAaWsFj0nvKSY+XPXuM9HC1sanOvUo5Q6M1m600S5VT/0FCZu1Dr+KQx8WtbVPZUfk4IwQeTTJkxrIhM2JltrL+IXdLUv3EZcuxUu3HKZ9i0PMOv5n9J84AUSA0fIHNmGMrwae4amU063ECaVSbLk/IXu63y2QFNLikKuyA//3308+7NNJJNxrrxqudtmw4ZDPPCrHXzun37G1776IP0nTlDI51FK8Qe3XOu2+5f7Huf2z3yd3/j37/ODpzZTKtcWf+9dewlxzVrz91s7XuC5k0fozUaXefGT0OKscOL48n305ie/rq6fcqkUcOm+ev6VABTNMp/Y+CP6C2OECrS4GbvKJ6Z6e7wklrlzlhPX5pKOrSETX0NNTqNYOmOC7ywTvmynqp3OduLGROL4qrbTPA+ErjQpzSKcdkTwCdOaWt/rZ+pL37QL+lruwhpC0CgSzw6h7NixyMxio0zqyHZifYdJ7X6S5P4NJI/uYHjLJva9sJ9EOu62He4dJdOWplQq88tvPsb4eIFNGw+716RcNkin42ia4uHH9rNtpydoVszpZEGnVWbFME3GcgUO9Q/xbz9/ks/99KFIkaHsWXc3tXDrEmuli7FSkd/4xR3c9pOv86eP3ENPhPDzvw+rmz1B+p/7/ofnBzdTNiuLSk8Ey6XruJaTfGj1K7mofREAPfkRPrHhR5QMA5RzzU0v9kpTYFpn1ucTfJ2zZrO246es7fweKzo+ekrzO1VeDILvbDL1iRvRVBNsYsUTpgvySRTOCRSNCTznSzfqF7gj1E7HL2ld0yCeoveS2xibu4pC2xyMWJVyG6kMyiih5caIDRwhcXgrfY8+TnE8S3t73F12LZ8t0HOoH13XOLTjGM8+s4/hkRxtrU3uUEND4yRTccplk2efP+KKh2f2HmF43KtdlyuVyCTiJGI692/Zy+ZDwZp/fkqGwUFfhm7RKGOYJr84tJsPPfAjxkvRS7cNFYd5st9zAW8f3sU/7/oKn9v5RfLlQt1rGEWudJhDuY+jkk78XZGB/Df5xAW3MytpFWDeOHiYf9t5v52hi6e0lQmGie3Ypa/XE3yzZs1CqRiGcXbF1tm2VAke1RM3pmb86okbzn5J3BBOLyL4hGmOCnzjVvvurRZfM5mEjVMpsmzqMcYWXcDImmvJzbGSGALxfYCRaqY4eynj59/E2CW3MnbVG1FXvQotmcLQk3TMaXXblwolhvtGMUplhkeyKAXNLUl3jd1CoczJkyMYpsHQcM7t9+S2XZjlIq0J3d3WPzpG0ixTLpV4/IVN4Ai3Qhby49Zr0+Tx4wfZMdhL3FkJAsthmo7F2Ts8wH0Hdkae+9cPfJ/+woB3LbCE97bhXfz46H0Tuo4A+fJJNpx4B2M85ttqcHz0n8iX/pO/vvD1xGxhf8ehZ/nZMTsWz1lj1/FcK2s2/f1WZrOmabR3dIKyrJ+NxjeeDq6+9lqWLlt2dg4e+dGeJsF+Z4iJWv9OWwFmdyy5JQunD/l0CeccWpVf4qdCQwkbE3TNZOevYXTZZZh63F8gBDOeqmi7+PxFzFs5h+xIjkQqwexFncR8Ym3gxDCP/ecDmIUS5bJBZ2eza6kslw2y2RKFQtm18BXKBibQEtfQ7UMXyiY9Y3lMo0TpxAEoWgJR7X4W7bE7UA//L/zqGzz9zM/AMGiOJ93jjxcLaOUiZrnE03s2ehM/shPz8A4GDm/khQEr3lLDEYqmm1zzYM/jFIs5TLNxcXV05OsUjUEwyyEri0lf9pusaonx4bWvdLd+duu97Bo5Ybt2lWMWBqy07v4+S/C1d3Sg6da1tQSfSdnIcTZIJpPEYrGzcuzJci5IwNqhIGduHpVE1/00JxuYLAgTQASf8KIg6pdzVQF3KsX48FkFlSI/eynDF99CYfZSb3g9XtFH0zTe8ee309LZzHD/KLmxPKmmJPGkJwb2PrOP8pO7Gd7fg65rzJ3TRjzuicLtO3v4/BfuJzdeYP2ShWh6DCOeYlZrsyuMiyaMlWHeBZdDKmPNZ8n5GBfciLn+OlhzFVp7NyiFrhQJ+xoZwEjZyjTWSz737L4NsOMJ+nc9gmGU0AwjkBxTKhfQDINscYzxh7+JudNawcMc7sN48NsYj3wX49HvYzz+A4xn77EuG2BufojegR+DWSZaYpiMFB7m9oUX85oFFwGQN0pWPF+pZN1ATasdmBimwcCAZX3s6Oh01+c4OvYpnj95K08eu+msxNJt2byZo771fQWPxnTZ2bBE1v9ymEjihqZpgQQOQThdnFs/LYUXFXdt3GwLFWchLQvnq7b2V6Ndh81Up+UX/USsfWY8yfiKl1CYtYiWbQ9RzrRFtltxyRI+8vXf4uHvPcXOp/cST8W57JXn09LZzH//f99nuHcEI1eEFw4w1DeKvmoeqWScWEwjm7Xcs48/uY8Df/K//MGHX8XCrnYO9Q2SisfoaknTNzKOvRgFX3nweS5ZsZhl3Z2Qabce9hW9Wk/zzWNHKBoGLYkU/blxTCBvmsQ1navPu8qb9LVvAaAzP4C2+W8xTJOY0ima1lJoRWUSVxpNWoqmdTegMu1Wv0QKteQ8MAzL6meUQfPEK/GkFYNnXcEqV9ZKBvmDta9g78hJjmWH+Mh5ryamx+xeluhTSjE6MopRttq3d3TYw5oUjaPky4cAyJWPkI4trDzMaaS3p4d4vPIHwBkjWkufJZx/6w22Voqzme+iKVWxDrKmqci4UF3TvNCBKnPWNEX51PKbBKEmIviE6UtkPRYnKaNxFWea+MRD5MBTQP3xS21zGLjqLYG4wLAFYN6y2bz1T1/jjWS3XXvlCr74R9/ihfutIsHGoT6aS2Ve/n9u5vpXrWPjC/v46reeI5stcvToIB//i+/ztndexTPNabYcPknJMGhNpyiUyowXivSMjPNbX/ohn//117JuQXdgDi/pXsg185bw8LH9FI0y6VjcTdQoGwbLW7sC7ZVSdKQ6ubj9PJ4b2GQtV6d0NzvXME1e1n0N8XneShwqlYGlF1AtikpbcyWdA6/i+Oh3MSOzfE2a41cBJgktxl9f9HpA0Z1q9d4B5S66xuCAVyKmvbPTfd4UW89o8RHAqsd3pgUfvHizdCMLqJ+mS6FQDblN/WVyogTdZHFG0ZVG2Q5rCIhAQTgDiEtXmPYoalvplFtg1/rFX0sMNmaZm5hPdyJumIkmgTi0z27lT7/+W7zv795CPGVZhIaPDfKTv/kRT/7wOS66YB4f/8iNLFtqibFCocw3vvooc3tjfP7dt/H373g1X/mtN/GDP/411sy31u4dHM/xf77yI57dG3QpakrxD9e8mvevv4z2ZApdaaRsq5mByZ89fh+Fcqliju9Z8mbmp+dSMoMre2hK57Z5N0/4nBc0vwelklQKaI325GtIxpbiWIW6U210p7z6htZN21tzY3DQSyZpa2vHcQOmYuvd7WejALNk6U4lk7uWjSRuKDvxZzKKtFaP8D5NaTy0UzJ1hdODCD5h2hL+Ip54Rt3EP971SidMlJrr604QpRSv+vXr+ft7P8KS9QsAK4v325+6i3//8PdImAZ//YnX8ppbLnT7PPCrbfzT39/D7FiKhV1tdGTS/Nv7bueSpdZKHGP5Ih/+2k94eNu+wLGSeozfufCl3HP7b3DX7e/l/jd+gGWtlit0a/9J/umFxwjTFm/lE+v/iA8uexfXzbqKzng7AEWzyAuDjYkpv/5Jx5dwUffX0cp+q5tGV/qdLGj5K8ARdrYr0HH/KxMD+Na+J9k30osyYXho2JtnW5t7607rPsFXPHtLrE1vRJT6Od2ZuoJwulDmi9WfIEx77t60BaU8C5/113Pp+p/7/+oRtficbXrEGrnVyrBEtY3eF/yy9ycteC5bVTF+cD+Bc3AIW4Dc5It8kW///U/56Rfvd/e1dGT4rc++g6tuvYQHH97Bv/zrL8jmLFdsMhnjd//Py7nphnUA5Etl/ux/7+XRHQfcc/jEm27mlot9q06E7mFb+0/y9nu/TdFeOeTLN72Ra+cvqWql2jq8k7/b/gUAFqXn86nzP+a2NU0TwzAxbJdWPB7HNE3GRkcwTGu7aRgYhsG+Q0+Qm20VR04Z19NmfAzTsApht7S1kWlpITs+Tv/JE5gmFMtFHunZxfaxkxxIl/jiFe/hh1//Bv/z9a8B8K53v4drrr2O+UuWkkil2Lj79ymOzUUjQXfmtYBVp2/e/PmMjY2xb88e580AIBaLsXaddR137dxJsVhE+T6PCxctorm5mb6+Pgb6+919SimaW1qYPXs2pWKR4ydOMNDfTyqVorW1FU3TmDV7NkopRkZGMAwDzRfUH08k0HXddTmeNutg5B3BrN9kKg5lTuw4lXcvs+r+sEu32j7/LdHv0o3abkRts2P4HNdt2XC2O6/tv6ZJyTAoBx4mxXKJa1auiD5hQTgFJIZPmPFEuVwDAu50h/f5DmJO0QHiyTjv/sQbuPim9fzr73+dgRPDjAyM8dn3f5lX/No1vPev3sSKz72Dv/+Hu9l/oJd8vsTn/uk+Nm85wm994AZSqTifedct/NUdv+S+DbsoGyZ/+b2fM5LL89arLsQ0Tcplq2Zfyf67JNHEH19yLX//7IMAfOThu/i3i26gRY9TLpdZvWYNmqaxa+dORoaGKBll5tDFCdXHoexRXhjaQvdoO9u2bnVvfmBlzV5+5ZUYhsFjjz5aca6tszz38ejQOP1HtgGW4Fm0fCWZllby2SzHD9urkCjF3EIMU7XxyPgu/nbzT5nrK7qsaxpjI8NQLqFM0I3lFHItlIERox9NJWhptVcpKZcZGR2130LrPYz5kiyGhobIZbP2bkuEzpkzB4DhoSEOHTxoCQHTxDBN5s2bx+zZs8nn82ze6CtvY/OqW24BYPPGjQwNDQX2XXjRRcxfsICDBw6wbetWdF13BeGsWbO44KKLKJVKPPvMM+i67j00jTXr1hGLxTh+/Dj5XA49FiOm6+ixGC3NzaTSacrlMqVSiZgeQ9M0cTdPEbqmXNHnYBIUkM73UdmoDJUQhKlCLHzCtGWqLHx+wRdt1Yu21lWz8FVa+3x9Qm7kSgte9b7+c3CoZuHz7x/pH+WLf/K/PHXPBnf7/BXd/N4X3kvXkg7+66uP8KuHdrn7li2bxZ9/9Dby432Mjo7yjWd28+A+b+WN3775Sl6+pIs9u3cFjjWru5sLL76YD/ziDh47YWW2np9s5cPdK4nFYlx51VXosRi7d+1ibHQUXdfZZR7kjrxVdHl183L+eNEH6O/vR7OFiNI0kskkHR2dmKbJ8PCQJWKUQtli5vmNd1Ge/5cAtCdey8K2v7Fls2ctDF+no+ODfPDJrzJSsurrXfrMMNvvfQiAf/h/X+DCSy62brim4vjYv9KT+xIA62Z9ntlNr+R044jD3p4e4okEmUwGwzBIpawajWNjY5SKRdfaaRgGLS0tpFIpRkZGGBgYwCiXMQyDcrlMU1MTCxYupFQssmXLFoxy2RLs9uOKq64iFovx/LPPcrKnB9MnuNetX8+SpUs5euQIGzdYnyGlFLFYjI6OTi697DJM0+C5554jpuvE43Fi8TixWIyFixYRj8cZHR2lXC4Tj8et/bFYQ4LxXLfw+Z87lj3/vrCVz7Hkuc/tHwNlw6RsGhRKJcqGyUtXLIs8X0E4FcTCJ5xzTEm8zBmx6k0NpmlSKhYpFgrW32KR1vZ2kskkfT09nDx+nFf8zqV0LU/z8y8/TSlf5uiek3z89s9xxRvXculrVpGKL+AXDx6lVDLZt6+X3//Db/GWN6xlzco23n3ZClqbkvxky0EA/uMXT9J/xXn82hUXEI/H0XWdWCxGPJFAU4pPX/NqXn/3/9CXG2dzfph9c1p577pL3fmuXLXKfb7ePJ/HN23gaO44O0f3coSTrFniuKsqxWt7e3vF+Ru+LF2l6ZWxnRGfh/lN7Xzigtv5yPPfxQQ2H9/nftk1tzZb5XpQoJk0xda5/UYLW86I4HNcvNu2bWPu3LmsWbs2sD+TyVTt29LSQktLS+S+WDzORRdfXLXvJZddBuAKxVKp5BZ+7uzs5JLLLqNcLFEqWY9Ewloe0DQt23Qul2N0dJRiqUSpWGTe/PnE43F279zJiRPejwalFKvXrGHpsmUMDgywd88e4okEiUSCeDxOU1MTc+fNA2B8fJyE7a4Ov5MTK9QyPQhk905QsVqZu1KbRTg9iOATpiV3bdxs3ciDJfiq4heB1b5jqydQnHn151h4dE2nVCwy2N9PsVBwH+VymbUXXADA808+SXZ8PNB/3QUXkOzuplgsks/l0DSNK157AeuuWskdf38/B7YcpVwyePy7WxnYn+VD//QuXnObzqc/dw+HDw+QzRb4+rc28trXXMwH3ncdF11yKcsfeZ7P32O5VL/71BayZYM/f/2NxPTgdZvd1MzfX/0qfvP+HwLwmece5so5i1jbObviPDWlcdu8m/nPfd8E4M6jP+Mjaz40oWtlGP6sX//7Y304ghY+0xYJistnLec3V76M/9z9IOS89X+bm5vd3hgmqYDgO8OJGxHWyTOB4wr21wBMpdOk0unIf0CapnGpLRYd/M3Wrl/PshUr3B8kxWKRtrY2r51SjI+NMTg4SKFQIGMLPtM0efShhzBNE03TSCQSJJJJLrroItJNTZw8eZJsNksymbQeqRTJZNL9t6xUlJUvmjNZmqVWD385lkbq8wnCVCGCT5j2uBURIu6LYWtfvcr2p/s71YnNKZfLFPN5UqkksXicof5+Bnp6KeTzFAt5Cvk8nbNns3LdOorFIru3bUPXdc8KYltWAJassCxi8USCpG0h0W2rzNz582ltaWHYXkVixYqVXHHPFXz3s3fxwy/8DNM02f7UPv7sls/x2//wDv7fZ9/Bv/z7/fzqwe0A/OSuF9i+4xh//qe38WvXXkJLKsnf/egBDNPkJ89uYzSX5/++7VUkYnrgPK+bv5T3rr2Ur21/jqJR5g8fvosfvOZdpGOVRYSv7noJdxy5i77CAC8MbeXg+BEWNy1o+JoaRhnv6JWiPSj2gjf1dyy5km3Dx3gq94S7TU8n7YReAzRFwpzHvMyf05ZcQ1fT+Q3PayqYKff4VCrluqPDdHR00BEWiz4Rdenll1MsFMjn8xQKBQr5vGt17Dl5kqNHjgTar1i1iuUrVjA4MMC+vXttIZgmlUrR1NREe0f71J8gQSEYRbWiyxYz5Z0WzmUkhk+YljgWPs0unuvc1C1XmBfPF47fcwRfVFyeViduL1YzEzf43BJ0OcrFIq32yg1H9uxhbGSEQj7vruqwfO1aOmbPpvf4cfpOnCCRTBJPJEkkEzS3tNDa3mFb+wzioTVVoyw/UTF84yMjruBr7+yiybZgbX18F//8e1+j94hXg+6Gt1zJ+//uLTz02G7+40u/oli05tmcSfLHf/BqrrpyBb/cvJuPf/dnlMqW5eGKlYv4zLtuIZNMBI5dKJd4273fZtuAlRDxtlUX8NdXvaJizgA/O/4gXz/4fQBe2nkZv7vy14lS8FHGrvsf+irxZf8AQGfqzSxo+YuII4R/EXivs6Ucb33P2ygd6cNUcNXn/5hPXvB6UJY41EyFoQxiGrRWES2ni1/dfz8LFi5k1erVZ/S4NWkgS7dqs6k4XOiWZJimZcnO58nncqSbmshkMq7gy+fy5HJZ16p4+VVXuZbDRDJJ2rZcptNpuufOJRaL+cr5+OcxBZm6boZuKDO3XiyfYVI2DEqmQbFUlhg+4bQggk+YltQTfGCJH0sAqZqCT4sqyRKR0BELiTrDMCjm82CaNDU3UyoWObJ7F8VcjlLRcxGef+WVaLrO8YMHMUplS9SlkqRSKdJNTa41LpywUc86WbE/Qg0ppRgfHWW431pJwi/4AMaGxvnPj32bR3/0rLttzuIu/uDffoNYZzN/9+mfcuy4lw36pjdcxq+/+1qe2XeEj/zP3eSKVtbg+Yvm8Pn3vpa2pqAg2js8wJvu+iZZuxDzF172Wl65eBVhCuUCH97wCUZKoygUn7vwL5iT6q5oFyX4fvHgV0gu/xwAnam3sqDl/6se2xW1wzR57zvfxsmjRzFTcbo/8U6+cNm7aEs0oTCx7sEmShl0NDVFjXraePrJJ+meM4clS5ee0ePWpU4yRPSWqTrU5BI3nJjEZDJBuVxm/7595LJZstksuWyWXC7HdTfeSDweZ9MLLzA6Okq6qYmmdBPpTBMdXV002e//2RB8JcOgbFoJOlcsW1rnrAVh4ojgE6Yl9QRfhWUvtFh5pOCrUpfPNE1MwyARj5MdHWHoxAmKuTzFvJXhmW5pYcm69ZiGwbF9e0mm0iRSKRK2GysWj6Nq1P5z53EGBF9bZyeZ5nBAv8lDdzzNlz72HbKj1jlpusZb/ugWbvnNG/nCv/+SRx/zqvuvXzufj/3paziWHeUPvvpTRnJ5AFbM6eRff+N1zGr1EgqUUnxv1yY+/sTPreMnkvz4tvcwLxOcgwJ+eORevn/kLgBe3n0t71v69ojzCc3cNPn5r75EeuX/AzzBV51Ky40C3vGG2xno7yfR0cK3v/9DMrEUhmkAyor6Mw0MynSkUui6HjXwi4tzUPBV6+HsNwzD/Xd64vhxhoeGGB8bJzs+RjabZc155zF33jyOHzvGkYMHacpkyGQypDMZMi0tJJPJSPE3WcHn/HUeJTtTt2wY5Islrl/tLUUoCFOBrLQhTEuUqlxXo6HgdtN+2E+iYvqMfI7R3h4GDh3k2PbtHNq4gdG+Xjv+zvqSzrS10b1kCQvWrGHBSstipTSN+StW0r1oEe2zZ9PU0kI8kfCSS6bpTyelFC978xV87pd/xprLlwNglA2+85m7+NQ7/5X3vf0qfvuDNxKLWV8HW7cf5Xc//A0KPTm++JtvoLPZsnrsOdHP+//zDg73B+vDvXnl+bzKtuoNFfL86aP3RK4R+so515PSkgA81PMEg4XhijZhDMNA+dZBVnW/ssLvt9U3a9fKm9vWRTpm3biV0iy5Zwv+8eKzHBr+KoeGv1x3XsJ0w6TeP0J/SMecuXNZtWYNF15yCVdecy3X3/Ryuu36iclkkkwmw/jYGPv37WPLhg3s3bkTgGKhwL5duzh5/DjjY2MVMX3eDIJzCZdrqnkagnCaEMEnzFhM06SUz5MdGGDkyBFKhQIAY319DB07RjGXI9HURMf8BaRbrYzCdEsL81atZtbixbTO7ibd0hootHuu4dfIc5bM4m9++Ae8/aO3odmZtzue2cefvPxTtI7n+cyn3kp3t1VweHgkx1/+1Q957Bc7+OIHXs/8Dstid6R/mA988Q52H+/zHUPxN1e9gnlNVpunThzmi5ufqphLJtbEy7uvBaBolrjnxP0VbcIYYeHo3jirlLBW4TumwjAM8jnbWptOo7n1+yBfNsiXiyilcWjkoxwc+SyHh/+7ZnD+VPKrBx5g3969Z+RYM5dTf6+crGWAjs5O1px3HpdecQXX3nADl199NUvtxKlCoUB/Tw+7tm7lhaee4qmHH2bHpk3uOOVSKTRuYxnYpu//IEu1CacHEXzCjGT02FEGdu1kYPcuRo8eoZgdx7C/jFvnzWP++RfQvWo1XYsX0zJ7NvEGg/UtN61nTfDbFaZy3dxGmEw5Dz2m89Y/upW/vfOPmbNkFgDZ0Rz//Htf467P3c2nP/kGrrCtgKYJ3/7uk/z7//sFn3nLLSzv7gSgd2ScD37pB2w+dNwdty2Z4rPX3uLeqP5l4+M833O04vi3zL2RmLJiGn9x4hHGSuMVbfxYgs9/Q3eusYp2Mpr2NfEJv0I+7wq4VCptOX2V4mRuiN995pv8446fgQlpuzxL0egnXz4eHvy0UC6Vzpi4PDVenAJEKWUlfNixfZnmZi67+mquvO46zrv4YhYsWeLGzJqGwQtPPM6mZ57mwK5dDPT0UCoWA7a+qFV/vH1yOxZOL/IJE6Y9tW6HpmFQGh0le+I4I/v2YNrZsSoWI9neQdviJXStWUfnylUk7C9tTddf9MtGrXnJMv7x/j/nxrdf5W575MfP8he3f44337iO9//Gda51YuOmw3zyL37Ah6++gvULrUSL4WyeD33lxzy1+5Db/yVzFvKhC64ErBimP374bkYK+cBxOxJtXDfrCgByRo5fnHy45jwtwedZ+fyO/prvoOmsxWGSs617gF06xKRolPm9Z/6HHSPHuffYZn589AVSMa/48WhhS815TRVRq4QIZxFbndVzEMficdo6Oli4ZAlLltthEiYsXbWaltY2RoeG2Lt9OxueeMJN8CoWCra4rxzVWwFIPgvC6UMEn3BO4Lg8nHujaZrkjx9nbO8ecseOUh4fI55pdq0lTbO7aeruJtHcgqbrp+T18X/52yshuY9zmXRzit/7/Hv4ky99gExbGoDeIwN84s2fJ7ftCH/7V2+iq9NK0BgYHOdv//YnvLxtAZctmw9AtlDk9796J/dv2eOO+X8uuIpLZ1v7j4wN88knf1Fhwbpt3s2ucLv3+AMUjELVORrlcshNW73AtoLImCq/4EumUoAipnQ+uPIGd/sXdv6C/eOL3NdnUvAJtakngSYimCsjg33/un1vheb/YVFl/PD3gqZpdM2Zw9LVq7ng8iu44IorWL5uHbF4HNM02b1xI9ufe47jBw6QG69h2ZaPhHCaEMEnnDOYxSKl/n7XKqJ0jURnJ01LltK8bDmp7m60WHQt8bPiLjlDX9y6rhNPJoknk+jaxDNMr7n9Mv7fAx/n/KutWnCmaXLH5+/jmx/5H/6/P3gVl1y8BLAyEP/320/SedDgmmWWOCqWDT76P/dw57PbAKu0zWevvZWWuJWc8dP9O/jR3uDqFXNTs7my8xIAhkuj/Krn8apzMyosIt776JZbNt2fA6Gbs5WxW/BZGRNJa15Kwc3z1/PWxZcDUDINPr3tEENFy7U/cgYF35kOBRAmz0Ri6xLJJB2zZrmvF65YSUt7O4M9PezfvIl9mzdT9JV3EoTTjXzTCNMes1Sk1HOSwqGDlIYGMYtFMCExq5t4Zxe6fRMPlz0JjcLkFdgp9K3iG5roCiG1SKbTdM2ZQ9ecOaQmWUdu1oJOPvn9D/Oev3gDup2tu2fDQf7qDf/E9Su7+bV3vtS1rj7/wkF6Hz3B9QsWApYo+6vv/4JvPfICAAuaW/nrq252x/7rp+5n//BA4Hivneftv+vYLylVWT80nLShIix8yl2KxbStgf6sXsjnPcGXTCQ9q5oJv73qRi7pWAzAQCHHV/a/jJKhMVrYekasby+9+mrm2WvKCjYz0MWtlKK5vZ0Fy1ew+pJLWbRqNenmZrdG59jAAGZEZrsgTCUi+IRpjTE8RPnwYczsOHpXF8nFS9ESiYp2jd+aT+UmHuw7EavhuWDF0XWNN/zuK/n03X/KgpVWiYr8eIEvfuRbHLp3Ax//k1tpb7cEZV/fKNt/to+XZrpd3/bn7nqY//j5E5imya1L1/DGFecBMF4q8keP3E2h7Im6pZlFXNi2HoDeQj9P9D9LFIZhhFy6lrNNQYSrV9mxe8q3DYoFz4qSSCYCPkJd0/jkha9jdtLKMN471skdRy+haPRRKJ9o9NJNmpbWVtfq+KLFjHicBaZCZ1ZYACPORWkaLZ2dzFm6FKUURrHIyX17ObZ9O/mx0VOfhCBUYfrfhYQXNaamo1pbiS1cTKytHaVpbrhNtdiayVjLKlbhmIKbTvD+NbE72WTKMig7c/VU75srLlrCZ3/+Z7zyPde52568ZwNf/p2v8n/eegUXnG9b9gyTXU8c5oLxFlTJOtqX7n+az/zkIQzD5OOX38jSVmvZuc19J/j8hkcDx7l93ivd5z859nO7EHIQM5S0gdJ8pRaDws7XK/DK79KNx+M+OWg960hk+JsL30BcWe7wh3tX80TfMkYLQVf0VGOaJls2bWJwYKB+42nIdLbDnQntWPffaL2D2z+U4skkC9atR4/H6N2zh/xg/ylZ/AWhGiL4hGmHaZqY2awV39TcjN7ZZQm9yMYNjskkbgKnxfJQZaCzauGoPNFUJsmHPvtOPva136a1yyo7MXBiiH98/5dYoyve8vrL3N7H9vaz+KhObNwSZt95fCOf+N7PSWg6/3jtrcTt9+5LW57h0WMH3H5rW1awqtlaM/Rw9hgvDFbGzVWWZal3DhCWIqWSZ+GLxxM41kDTBAyDcrHEqmQHf7/uNt45+0J+f/5V/OrETWwZ2NDAcSePYRgcOnSI8VoB/C8CZqAHd2KYJol0mu6Vq8h0zWL46FEKo2LpE6YeEXzCtGNgYACzrwczG7wR1v3B7LRpQB+YWG5Wf5bdqeMJpjNSONU+XH48S++xY/QcO0p2bKxml4mWALnylov4p199nItvWOdu++l/3s+mbzzM7//6dbS0WEkOY0M5OveXaeozwDS5+4UdfPR/7mFlaxd/dMm1bt8/ffRe+nPj7lz8Vr47j/2sIm7OMM2Afqu+0obflRsco1T0iuEapQIjfT0MnTzGwPFDDBw7zNDJo4z097CCDG+dfT43tS/n9rlJ1rRf0OBVmhxOzFbVHzPCOYzZ2G833+ddKUXr/Pmk2tsZP3n6wwmEFx/yTSNMO0ZHR6FcRqVPYSF7t9KCaX/1NtDFLbXiCbdzoS6WYRiUikVKxSJGleSHWtS7MXXOaeMvvv27vP//voVYwgoy37/1CF/9w2/wpiuWs3bNXGseZZOmoyXaDpVRZZMHt+3j9756J29edgHXzrMyfXuyY/zZY56wu7j9PBamraSFXaP72D6yO3Bss2rhZWs5tHKxSDGXJT82SnZ4kLH+PkZ6TjJ0/Ajjg9b6wiVf7KBpGBRzWcrFQs0g+Ws6RuluuqHmdTtVnDVYZVWF6cPUGNkn19s0LdGXyDRj5POUyxP/tywItRDBJ0w7mpxM03wuuKP+z+WJHWg617sKeVkr64ed3kOG0TSN137wJj5730dZvM6qs1fIFfn23/2YjsN93HbzeW7b+JBBx54Setbg2b1H+J2v/Ig/v+QGOpNWrb8HjuzlmztesMZVGq+d9wq3751Hf27NxTQplUoUisXQjBTZ4UEGjx1h8Nhhhk8eY7Svh/HBfnIjwxSyY5QKeYxymez4GIcPH+b4sSNeb6Xc8cuGSdEokGUTw9p3GdD/ld7YJ+lPfpKFs1+OUtElfqYKQyx8Zwb3n07lp/uUi143Zsar2ijKw1AcH0fp+jmR6CWcW8gnSph2dHV1QSKB0dtrlWCZEJMQfSGr3mR14OkOwZsORZ+XnreQz9z7UW77zRvdbc/fv5Wnv/hLfu2V55PJ2CVy8ibte0ok+8tsPXyCj379Hj520fVun08/+xCbTh4lOz7O+fFVdMXaAdgwtJUndj/F/r17OXTgAP29vYFs3GKhSC6Xq1vCwjRNSsUSufHxgEu3bCqGsjmGCiUGjcc4mXgffYk/Zzj2Dcb0e2lrWcTFC/6djqYrpuJy1UTXdZYuW+b9wBFOI5P4B3MWYmrH+/vJDvST6polK7AIU44IPmHaoZRCzZ4DCoxjRzDGRmvXRDsNX8hR+Rqn8t1/xnIyzMqX9R4TJZlO8IG/fSt/+e3fpX12KwBDvSN8/29+yLWzm1mx1Co2q0xoOVKm+XCZfcf6+dKPnuaNC61SLAWjzB899FMOHDnEYF8/Vycvccd/YOQJb/6mifJl6Y6PjpIdH8cwTUplg2KpTL5YYrxQZCxXYCRXZCBbYDBfIls2iOkqoI41TYEqkE/+G9mmv8fUhgCIax2sn/XPrOn6FDGtZRJXZeLE43HWrltHs70Wq3B2OGu5Uj6McomBI4cZPHyIVEcHyY7OszgbYaYigk+YlqhYDG3ufEilMHpOUj5+DCOXq97BjHxavW3IqjcRqgqn6ewiPg1cdtP5fOruP+TiG701aB/8zhOUntzB5Wu8FQZSgwbte4qcPD7E048cYolmicQD2RH+c7+VmXtZ6nwyyrJ0bS7sorc0YGVrVyyVplE0DEYLJbLFEuMlg7wBJVNRBAxNoSvQNVCaAk0LFG/WNI1s+vMUE79wt3WmbuCyuXcyq+kVnElKpRID/f2USqX6jYVT4pR/sPkt6xMcrJpF3sSKKR3u6eHItq2M9fXSOm8+rfMXiHVPOC2I4BOmLUrX0bvnoHXPwSyXKR07Qv7IYcojI/Vdepza6hWT5myYCgKneWr2O9M0KZdK5HM5xsfGGB4aYqCvj94TJ+jv66vsoJf5jU+9lrd+9BXEk1bM24n9/Wz91pNcvaCZZMKqbRfLQ/vuEuNHxhjfUSCVs7b/9Pg+Huk7imZqvDR1sX0GJg9ln6FsmhVLq2lKszJ1lSXunPYKE01plkNe2QWYTROltGCWr6bRyntRxNFUE6s6/przZv0bCX3W1Jp0G2BsdJQnn3iC8TqZ1UIVpoNpLoAXElJtSk4KWSGfp+/IEQ5s2kTPwQOkmpuZu2YtzbNmW8WYI2pSCsKpcnqjkgVhklg3cetOrTVl0JoyMD6OMTxEsecExb4eYs3NxJpbUE2Z+r+I7W/gqV1T12Ty5WfDtwQVuXeqJathGJbL3He9xsfGGBsZoVQqUa5hbdI0zU2mKJVKGGWDcrmEphTXvvESVl26mK/9xU84vPMk5ZLBcz94nqUXLWBobifHB3OWi/dwmdxYnmQxRnGxQbnZ5J92P8+qC2/k8sSFPJx7hrxZ4IX8Nm5seqk1T18Mn4nmraWswNSsi2TdH010FIYyvV+ypunsBKC1pZnzlt1Ab/bTNCfOJx1bNJWXd0I4lsdpEZw/bURTg5zCfKfiVCvHqD9qsVhgZGCAwZ5exoaH7BU3umib042eSFI2DMqGee69F8I5gwg+4ZxAKYXKZNCbmzEKBczREcqjI5SGh0HTiGUyxJtbiDU1ocUrl147fVjfznrNdXxPdfTawq9cLlMqlYjFYhimScEu6VAulTDsv+5rw2DOggXE4nFXvOVzOfK13OW+4wwPDbkRdRrKslgYllWta3EnH/7Kr3H3Fx/mV//zNKYJBzYcoWlfH+uuXcW2PusYqQGDWLYIhRhjy8qMtBX5zO7n+NT513J58kIeyT1DmTKP557jKvOCyiXUNA1lmpSMMQZzT9KRvgZNJVBoGKZpL7sGhlmmmLiTXOJ+t3dbSwtKKWY3vTp0hetd5alnWgm+M8y5rGkaChnBspbnxscZ7O9neKCfseFhAJpaWpm7bDmZjg636nTZ/iyYmJTFuiecJkTwCdOTCuOZt0FLJNC6ZpHommXVqxofozw2SvbYUQD0ZIpYUxOJ5mbiTWk0PXb2bzDhZIpAMeEGhzAMyuUyRrmMpusk7DWFd+3axUf+8A/p6upi9uzZdHd3M2vWLPfR1dVFR0eH2/7E8eMYZYNSqYSprLiOuK678XKWscwScc42Z/qONFFKee40zVnH1kSPadz+uzew7qXL+Z9P3sVQzyjjwzn23b2JdVctY48Wp1A2ieVM2nYV0cd1htfBRnr53uGdvGbBpTyRe54SZZ7ObeRitTr0MbDMeYaCvvEHGC48S8kYorv5dba7zEChKHOMbPoLlGPbiKVjdM7qJKa1kE6nG7zapx9X8On6WZ5JLc76v5wzzMTjeZ2/pmmSy2YZHhxkZHCIkaFBioUCStNobmtj/rLltHR0oMXjALZFz/D6T91JCEIkIviEaUs9h6lSCj2VIpZOQ9cslFGiNDZOeXycwsgw+QGr8K6eSBJvaiKebiKZaSKWSqGUwrYFNSy4KtzBU2Qc8n/Zl4pFDNsyZz1Krsjzxy02Nbe4Aq73ZA+GYdDT00NPTw9bt0avAdva2kpHRwft7e20dXTQ0d5Ba1sb7e1ttLW3097aSmt7O4lEwhZ0ph1PZKLZAtBwTtW0nO4obOe7Eztn/V156SI+8s1f57t//zM2PrATgH1P7KNzXiullXPpLZhoBv9/e+cdLzdxvf1H0va7t/sW927cTTHNFIMxzfSQhPQGqYTkl56QhBASSEJCSELKmx4S0iEQeu8dAq5g3Ltv73erpHn/UBu1Xe0ttu/6fP2R70qaGY20Ws2jM3POoGq3gvCgiK4lAv6MN7Gkuh5HxRbglcxa5Fger+NNzOMvtCAAgoCc0obe7OuAIKI/twGV+SVIhGdo+0KPIhP9AyBoFsUjT1JwwTkXYXrN54b+JY0GgoBIJHKIWvjKWH6M0KnJsoz+vj4M9PWhv68XA319kPUwUolkErUNDaisqUEiWQlRkkxxpwSIqXSwwi4R5Q0JPmLM4hSEYiiMSHU1xJoazTIlK5DTKeRTKciZNDI93egHAEFAOBZHJBFHOB5HOBZHrKJiRBteZzQ/xqCJNkO8MW0KsnhVlS1duq8PeWfAaQ/4KPzReByz58zBvr17MVjAAaCvrw99fX3YuXOnbxoAiEajqKyqQlVlJSorK5E0/iaT5pKoqEBlZSUSFUlUJBKIxaKQQiFNBDJtarlEdRwfvOFCvHrfetxx02PIpfPo2d8HsW0AU4+Zip2QAEFAvEtF44sCuhYL+H7kVXxn0TF4FevAwPA6exOzhVoYnfQCBAgMSOW26NOsKYAgQmFpKEI3MtFfQQ69Yp5LTJqEOfU3oDq69CB23nrT0NCAFStXHuxqjHkOhDbKZbMYHBjA4MAABvr7MNA/gIw+9aMkSaiorETj+PFIVlcjkaxEKBQyu2ZV1WneL15jlRQfMQoIrGCAM4I4ONy3dr05MF8A/1fv1hXsnwGY06CJ5nZLwEmiqHWJZtPIp7VFTqchZ7NmmlA0inAshmg8gUg8hkgsjlg8bna5SbxjiCDY1nnrnyrLULIZMN0qpyqK90NeEFDd1ARBEMw6D/b0IJtKuZKKkgRJkiBKIUghCeFIBPFEhbM4DPT3o6WlBS3796O1tRVtbW1oN/62t6Ozo2NUpmwSBAHxeByJigok4nHEEwnE43HE43HEYjEI2TC2P9KD/v3W9U5OSKKzeRyY3sWlikDPXBFLTmnE7MndWJd7CwBwAqvCURPvAgDEsh+FlD0dvemX0J19xux2jieySNZthSBaYrmp4lLMqPkqQqL9OgF+gs9HBh4K6nC08WwFnCFxRvFwRTY4d7t/TsXSc44/Tv2lp2b6+NfU4CBSqZQm8AYHkRoYQF633EmShEQyiWRlJSqSlUhUJhFPJGzHMwSeIfgUfd3owuctfYqqgsHq3lVUFTlZwYkzpztPkCCGDQk+4pDEFHyAQ/j5Cz6n8NO2ifo20bXPEIH5TAZKNoNcOoN8Jq2tczN8hCIRRGIxRGNxRGJRhKMxRGIxhFQVUGSEKpIIRaNmeiWXRV4foF2MqqYmiKJo1j2fyUDO5yGFwrrA0xYv72Kb/tRFsX2/W6kwlaGnpwcdHe3o6uhEZ2cnuro60dXVhe6uLnR3d6Orqwu9PT3o6+srHPC6VBiQ6G5GvLvJ9MBWRQW56Y3AOCvQ7MAEAbnY6zjifTUAADGVxRUzn4ckMDz+7yaseV6EKCmQQoAYEhCNpRGJ5XDsijzmHq0gLNZjdt11qI+f7lUL7dqUsHW0BN/ePXuwdetWnLp8+egcoBQOuuArXPqQBB/j162VXC6PdCqFdDqFdCqNVGoQqcFBpFMpMyaiIAiIxeOo0K3ZiYokKpJJxOJxu7gzrHhchYIIPlPk6flI8BEHAurSJQ4TvP1dBVFEJJGAxM12IAkiVEVGLpOBks0il8kgn80g1d+HnvaMTQSFQiFNDMYTphgMh0JAPo9QKKSJVVGEKEn6/JiSZa0LSS5RFo7FEI7FbNbJYGdnhbEphCiKqKurQ11dHTBHvwYe2QRBML1ye3p70d/bi97eXvT19qKvrw+9fVq3Vl9fHwYG+tHf34+BgQEM6N1eea8p8QQgVdeCXLwflW1TIckRiKqE2NZO5Hv6oUybBIQkJPcx5JJHouvFzag7IQw1EcXmdBPmJlrQ092D/bu9vLDDmLlQAcAwf9wvURVdVNL1K4iXFhkBEZjL5ZDjLMzEyCDLMtLpDDLpNNLpNDIZ/W8qhXQ6bQt0HQ6HEU8kUJFMYlxjI+KJBBIVFZpzD/fD4AWm50tQADXMHH9LzU8Qw4UEH3FYoahqoFh8ohRCrCIJqdKaZksy4tDl85oIHOhHLpWCrDJk0yn093Sbg7YNwpEIwtEootEoItEowpEoItEIotEYwiyCiCBCkCQPAVE4Tt+owwBJlFBbW4fa2jpPUehVJyNdVu8aGzS6x/S/qVQK6VQKvV39eOkfG7H7dS2Yc7gzh0h6JzLTxoNVxhEZAPKPz0aqug2JeSmsHpiKI+ItEEUBogh4xd2W9KfZtp4bsKTxNgjCoez9qo3DlA6Gh+4YEBdeVeTDCGUyWWQyGWSzGX3d+ssLOkEQEIvFEIvHUVlVhYamJsTiCSQSCcTicYTDYZv1jxdz3uPoSvSnLZaUMdMCCFjdvQQxGlCXLnHIcv+6Db5dunx3rrNLl59hQxK8u3L5v3w6e1rBM58B361s7FMVBblcFkpWs97kc1n9bw75rPZZdTzUpVAIkUgE4UjE+huNamIxHEbEWA+HbY4lTuug6Fj36tL1sgJ6WvicltASBV8xjGRP3fEyfvWlvyHVn9HzC8hOqoXaXKc5f/SlgKkZqGeomNPUgfq0ihm1/WieokAS28CUHsh5AYoCxBMMUT3qyoyaqzGx8n1Fj19abYdcgCdvbdyIlpYWLD/ttOEXVgqBn/ij2KXLxapT9N9MLpvVrJ65HLLZLLK6BTSr/26yHr+dSCSCaCyGaDSqCTtd3EWjxt+o7pFffAyfUR8DlRXfbnzmHTMUc5vdK1dxjuEzu3G1/bKqIq/IUFRGXbrEqEAWPmJs4BujpVjwluHksKd0Wge9BJUoSYjFE5AcDhWGUGOMacGQ8znksjnk9UZNzlsN3UB/P/K5nKdzhRQKIRwOm2LQ+BwKhxHR10P89lDo4FiRArL80uMw99gZuPlTf8IbL20BYwyR3V1QOvogZhUIKgM2AewRYNu4Omya3ogXRBGhqIwVF76K41f0QBDcUmRf/18wLr4S0VDzQTirYKgBrc0HnqFJO2Navnw+j3w+j5z+N5/Laevc31xOv/dzOZeIA2C+5ESjUSQSCdTW1iIajZrizhB6fp71wcwYB8rWUWx8omblM8f8UeBlYpQgwUeMKYxptYYi9GzlwDEuRwg2Bq5wiQb+5QiCoFn0wmGbl61z3l9RH0Mn6w2kzDWcRiOq5PNIDQ4i39MDOZ+3dWXZyhJFhEIhhMJhhEJhhMIhhEMhhEJhXUCGNGEY0v6GQiGEJH1dkiCFQpAk0UPgjszgtqYp43D9fz+PO376IP52471QFRVSWnZdUamjHwKA/MxmyNkQHv73CQiFFRx76jYAKhgsgSyzPmSUPYe04JsydSrGjx9/sKsBAGBMNWdsMabYk/X7z9iWN/4a2/J55I11/b70QhAE8wUkov+trqo2LdraEkZEF3KRSKSoqXh4HVOl5x1KjkJ5PLtu2ZjobSfGMNSlSxyy2Lp0AVt3rtEeWF26QsEuXVG05JxhFfDuxgVCoj2cC4/ks09yCDbnVGtOQVdsf5DuWWca6GOcjAZYzsuQZetvPi9Dka0G3Gi0jc+FEAQBkin+JIQky/mEX0KhkOWUIormdlEUtUX3OLZt45Ytq3fh6otuQj7rXR8GIHvkNCAaBsBQWxPHj35RDQiDiIenIhaagnhoCkJipWf+guc4hD3DSRoEVVW9F0WB4vir6jOxGIu5bkytpy+yokCRFSh6UG9Z318I+0uD/sJgfDYsyrx1WV8iYe2lwnn/lhpWxZWaFUkfsNvWlpRprw1e6Qp17zLm7OZ1eOcyZ1cus3XrylzXrsJU5GUFJ8+e6XHWBDE8yMJHHNIEseOpjGmzexmhPlTmElBGWbYPwvCshDyKylyirxDFwkwYU6+VUjtBFLWuXn0GDjHoeD09lp2qiwFZlqHKhhCQIXPiwBAQsh5A2hAMWWP+XmM7J0JKRc77iw8BgDiYhRoNAxDQ3ZPB+ucXorGhQh9TmQGEzfpLAbfoJ2++NHAXw7bNA/t9w8yQH0w3yWh/mTm9lrGA+6xynxljYKqKbDYLxhgkfVo7VVW1dJywGwoSF8rHKcglSUIkGtUst3pMR0OoG9Zcw8rLfz40ZwMZIUo0efDJg5hL/NJ4un+Q+YUYRUjwEYcsVvet97oTlalWOBNjUHjRrlp3uJYhy0BbF7Gz1KHhHUxm5DG6mqVQSBvo7jxiQL8FtyWHmdYmUwiqKpj+2RA35nZVRTh+P3KDOf/KKnYhFI9FLNGkCyZebGkCrchf/bPPxXG6sGha0SEkbZ+5bYIoIqSvG44+gigi09YGSZLQqMdiFATBZfEUuM8Sv4+zoIoOi6ntOxiig0ZJWUsu+UBwaConxor7+dIsG8RoQYKPOOQpJvSK5gezFBgQSD0VjJlV0rEPHqpHbL4DHNwFgiAgFHI/Zgp1n654+wl44C9PQ/AxcIV3tEFmDEpDFSAIWLdxEB+//FhEo+Hh1XUkUpdQyAvPP49kMom58+aVdOTDllH4MZUYZMWd2YFawOEiiI5TmIpT58waao0IoiBlbKcnyongI3yCP8IV5xyXAethLs5uupJLO5RhjmWI2YZwUS774nlI1ifBuKcTX5SgMoS3tyH85l4ImRzuuW8Nrvr8X7FzV0fpBzuIjHgcvsDXfgS+pBEj4PGHUUWvsx220GOFLXGMcQk5jBAtXhUotycIcehBgo8YM9jHzvg/OEeSUgOh+lVHH9I1uhxK7fiQYahvrsbPH/8GTnjXsUCFBDUkINucQGrRBMgNVWZKqT+NyNpdkPZ1Y/v2dnzqs7fhnvtXj+x0cKVXP9gCQJFlT+vn4cHo3qBD/glwGRkr5XerZSqanktghF8Zsz9VYsxBXrrEIQ3vqQv9r+EbIQiC6ZggiFbwZQHWHLqG84afR66X121Bz1zBO69fWQZOj1qng4dzKrViXrte27yDKhcPoOwdoLn0NH51GE7c4m1bt2J3z18hNf0TmbyI761+PzpfyaD59jZEui1PXrUiivz0JrCKKE46cTY+/9mzUFUZD3iU0uo0lNRe2Te++SZqa2vR1DxCoWMOgfF6wY6GoirKubdUr95CXrz8Plc6btXmmcuVoJret9w2D89cxqV3B11mkFUr7p4xh67KVCybOcN5sgQxIpCFjxgTeDcaPtY0uN+a/YKZehlf5CF6R7pLHmb2IktpFogDQ1AjYyldbMb5xcIqrj2xAcJRYWz/8jR0nVJj5hEHs4hs2IXQ7k4899xb+MSn/4y163ePzEmNEnPnzfMWe0GthIGsuYeQ2bdAFUa9hsMtPEB+5vFZdQwbsYqxW/lMqy9NrUaMIiT4iDEPM/4r8jAv5ZlvE1NDVlb+Rxzphs2/aodIYz9EBD3GosHsymqce0QMkaSCtksasfOqyVAbY1paBoT2dSGybjc6trfhS1/7F2697TkoSrBGtCQdVWJqV26Vob+vD3IuP9a/ouK4zuvAnuRIvhA5rX7WvwLH1/f7vbQqiqoLv3L88olDCRJ8xCGNlzOEyln2/EckFH54Hipta2ABeiAqUcgCw8eTOJAXTxBcYuGSySswZ1ILQpKMzPQ4Nn9xEsKrpppOHmImh8gbeyBua8Nttz2HL3z1n2ht6z1AFQ6GLMt47tln0dExthxNDldKlvZ6Ii8paFnx3PucFkGCGElI8BFljD52xnxCl2ICHILVhltklY14l2u5G4K8EOC4fozhmJrFmFxZjTmTWiGKKlhIxLqVUUy5YTmE8UkzX6i1B9G1O/Hm85vw8U//GU8989aQ6lBaYx8stTGziTSiThtDtziOJAelBiNwUMbsVrshHb/0o5qfFJVh+RGzh1IIQQSCBB8xNuBmMtDW7btVfnvBB2/pT2W/zrthjbdxFDbkhqbM8Zq/VxREnN10GipiOcye0Go68TwS2Y9Tfnsh6i+cD1XSnXlyMiJv7UNu7U5897t34eafPYx0pkBQ5wOEIfjKzUt39O7e0ZeR9unXrO328CvuOhS0ygWs7qE0DpcoX0jwEYc05y1eWFJ64+HMP4Sdz1KbUBuGVc/VBPEmvWE8wZnHv0IBXQ8tRtbKJDi6dI1GeXnDCYiJMVRVZDBrfKe5/zebXsWZX16OM266FJnxFeZ2qaMf0TU78eDfnsOnPvMXbN3WNqx6DZehCz6/14+hWaIPvB1wLCmbodh2C7y0cc8E/hlEL3nEgYIEHzEG8H4gljIF0cF+pDoF3IE4Rjk0JIIgOM5CW0uE4ji98UQAQHVlH86fbXm7XvfK41h46jR87e+fwuBpk6GGtcecICuIbGlB6xMbcNWVt+LOu187QDH73MJBVRV9FhLJc/9wRd2hxcjXv9BVKfW+965ZELMcdOu8f2r+ZVBx3Gt8PkVVx9BLHTFWIcFHjCFGsMEbqa7UgBa9Q3sw9tCEheHHMZoIguB7ac9uPs2M+5eNbsBH5h8NQHsR+NzT96GqIYbf/uKTED96FNJTKs18UvcgxNe24dffuRPfuPY/6OlNjfJZuKmvr8fZ55yDWCx2wI45piTjiOtcrjDHx5FC5UKs8NVWeWseY+bvRtHnkOZj8xHEaEKCjzjkKSQshvuIdHb9FpM+pYzbG06b5W29PDStP8Vq4enhG7C6zrAsgB6+ggENkXosrV0CAOjJ9+HEKXFcPGM+ACCnKvj4E3dBjTL89asfwJwrT0LniklQYtpUZoKiIry9Da//5Rl89CO/wWurd5Z+4iPAcOaIDsJBuzsKHHg07tzCL27cbzzgwYrVzf4CZxeShiXP3m2Lotbk08hhgxhlSPARhzzmOD7ueck/Op3iyO+xqviIu2K4Gih97tyS4QpRVNVWpsLHmhlBnHVXD1Z4lSEiOGYscTbo5zafbn5+qPVJXH/imThlwjQAQF8ui488egcGWQ63fPgiXPbhFWh9+ywMzqo280h9aaSf2YivX/4b/Pb3T0KWlUD1Gq7k3rN7N1568cUSchyauM5/hO+p0bhFh3Prmwb9YmXY4vVZaM8g92+dunOJAwEJPmJMwRBMbGnCzHjuBnu0+1nv/LYbMQKNRXaIuCExjAJGezzacMYIDvWaaE4bvBXMXsqc5AzMqJgKANiZ2oMtg9twy/ILsKi+CQDQkhrARx79D/rzWXz23JPw3Q+dh/SZ09B+9hTIFWHtGCpDaGcH7rruTlx5xe+wb3/PEGpaGul0Gul0etjlHJo23+FTSv297vuRvCZB81qit1BK75fTsfxdEWMHEnzEmMD9UHc/IlWPIM0A91YNFlgE2uL32dVjKbXG8Jqa0kofC41Gsbo6z6dYl6cgCDYr3/37n0AiHMFvVrwNUytrAABbejvxicfvQkbO49wjj8AfP/F21C6agNZLZ2Jgfq2ZVxzMYO99r+ETF/wIDz+8btjnV2jJy/KQQ7KMpe97KBT7mbEiN31goWik5Ixuha6rVzduIcuc30uRoup7mLV+aI/xJcoFEnzEmMHrkej1dm+GZikq0IbQbI6oFc3ecrmEwVA0ZslHDb4cDERRhG0Mn8cFOa72KNRFagAAr/esR0umHfXxBH6/8lLUxxIAgP+178PnnrkPsqpi7sRG/PXTl+GYuVPQs2wC2s6fBrkqAkCbno3taMdPL/8NvvH525BKjU7MPjmfRzgcHpWyDxSjd0+M5t3HlRmgaNsQiBKPwGMfwsHM4SVG78Gpc2YFPwBBDBESfMRhgfMh7OsRZ2sPhhnaZITaLK9xQ4UsZIcmQ2vEnRY+r+8jJEo4q3G5uf+hlicAAFMqa/D7M96GipAmrB7dvRXXvvQYGGOoSybwy8svxruWLUGuuQItb5uJ/sXjTG0ppnNY/edn8IHTv4u1a3cN5YQLks/nEQqHx4zwHhoHqcb8bzjgG5PKCUCmssAX3Pht+j1PVJV5Tg8JMM47l8bvEQcGEnzEmMBw3OCf38ONMxe0OeInP3cuhR7WfnG3zON6bhg+BY/hfeBDFpeFz6yv/RxWNC5DVNSsdE+1v4jBfApgwIL6Jvz8tAsR1p0//rl5LX6+9gUAQFiS8JULl+Pat69EOBpC73FNaL14BtS6OKAfNbu1FVefeyN++t27RrTbbcbMmZgxY8aIlXcgKHobuTaO0nFHodxgBfM2Ou8sNhHnEJyez4pD++dHlBkk+Igxg/HwNGJZ8RTtvtV3Kx5jbmRV5axopTkkuNo83YN36A4UBZq2A6nTgpqWPNKNpFVKEEVHAd6lVYQSOGXc8QCArJrDE+3Pm/tOnjAN3192jrn+szUv4B+b1prrFy2dj999/FKMq6xAvj6OfRdPx+DSJhhztgnZPB79yQP44KnXYfeOjmGcjUVNbS1qamuLJzwcGJX7eniFFbqHnS9yAIr/5n3CLClMLSmAPEEMBxJ8xNiFuVdVVuBB77JCjC5OL96RbtlUZ9fTEJXWgZltwuvAHosD0RWHz7+u5zSdZn5+uPUpKEwxi71gxjx8delyc/+3XnoUj+7aYq4vnjIef7vqXVg0pRkQBXQfOQ4tb5uByPhqM03Pxn341Enfwp9/9mBp5+nBju3b0dPTM+xyDnVGUvz7l+q1v9SySsgd4GQKWQCd+2j8HnGgIMFHjHm8HTe0AL2GF13Qt+gg0e5dXTMBZ9twll1cqx0YYXooI0pS4LTj4004qkbr+u/MdePlrtW2/R+ZvxSXz18KQLsf/u+Z+/C/tr3m/oaqCvzuY2/DxUu14M1yTQzbVk1ExcrZgKQ/KrMy/n3dnfjY6d9F276uIZ/X5k2b0HsYCL5SGIm73fPlRS9Y9XwBC1YrlbmFmtczxat3wBR5+vEVVYWqquSdSxxwSPARYwZzHB+3zf6AD9ZkBH3E8sLu4A6sdjc6QQ16o99dNHQbTpCcTgtfsdL5EC0PtDzhyvClY07FhdPnAQCyioyPP34XNvd0mvsjoRCuufQMfO2i0xASRUAQ8Na0CPDhJUhMrjfT7V+3G1cs/Sb+/ctHSraQKooCVVXHlJfuaN5FwxV6Be+8oFZu8EM5gt3LxYZ/eFnzjDox6yNBHDBI8BFjCts4Pte+EsqBPdZeoDF7trbA26pXTBjy2dyWwuD1LwWvcMmuZu0QNSaKovMRVeibYphfORtT4hMAAFsHd2Bz/zbbiYoQcMOJZ+Ok8VMBAL25DD7y6O3YP9hvliIIAt554mL8vysuQW2F5sCxBznsPm8i5rzzWLCQZnVkORl/vuZ2XLnierTsbA98Tvl8HgDGjOCz3R+eN03pYr/kCnALvzrU17AgIt32slTgFA0rncK054lXL4H5W3c4cdAMG8SBhAQfUfYEdcLwEkTByg9ucSuEc9ozLUCrXzfv6DauzBXd1vt4o93kO710i32PgiDgHN7K1/qEK01EknDLaRdiQV0jAG02jssfuwO92Ywt3TEzJuKvV70L8yY2AADSsoLHq1I47tvnIcpZ+3av242Pn/At3P7zh6EoxRvwsSD4RvUu48VbwPtsiMUHKpUXdvy422JpjYPZ9G8BvHoMls+h+XOJAwcJPmJMYc6r64B/YzeEk+9D2zanLnNts5fLLSjcheOZ32VbG0nczdpwpj878BRvlt1j+Nyy15nzxPpjUBWqBAC83LUa7Vn3WLtkOILfnvE2TNFn49jc04lPPKHNxsEzvqYSv//423HukUeY2+7cvhUTPn085r/zeLCwNluGmldw67V34DMrrsfuTfsLnrUoimhubkY0FiuYbqwRSGSVeDu69ZVbcDmtf355vcr20G+F8/C/K5/EvMcuL/IYtJc4I1KAV8QAghhNSPARYxL7g515bAWYbiEz3sr9HrBOYRRkvB7fzhSMxVdkUHZRcTaKxjyvwxRcPBrI0UYURdjm0g1QgYgYxsqmk7XkYHi49UnPdOPiFfgDNxvHq2178fln73d9n/FIGNdfdhY+t+pkfUwh8Mzmndg8M4z33vI+CBPrzLS7NuzBp0+9Dn//4b2Q84rncSsqKrDkqKMQj8eLnsuBwOt7diu30bbletdlREu0WRYD5LS97Nnr4zXNml+djfz8ursMghh9SPARY47C4/gKW/eCdr8YCbXG3/0oLywKPcwOw23BfPI7G8gDEdOrqFOyhzYIKhdsjSzzHsMXhJWNpyAsaNa3J9qfR1rJeKabUlmD357xNiT02Tge2bUF3375cdcYL0EQ8IFTj8bPP3whquJRAMD29m78cv0afPRX78OEc4+EGtPKUGUVf/vBPbjqtO9g8+s7XMfM5XLIpNOBzqPcGH3J6Dya/qnQwfzecHQKdeP6FauoqhkvlH/RNJ5Yisqw/AjqziUOLCT4iDGHs1vX7+FrM0x4wRxv2UVaoJHw1C1mODkQXbCMsQIVKZDvQJgaXQgQhNIfU9XhSiyr10KwpJUMnmp/AX4KdGFdE36+/EKE9OP8fdMa/GLdi55X5MQ5U3Hbpy/DrCZtDN9AJodv3fMYjv3wMbj0urdDmVBr5tnz1n584ezv44/X3oEMNyfvnt278fxzz5V8TocjpQxPCLI/6DAHu8hz3De2dPz0aMx3No1Dx+OfOJwhwUeMWdzWPWubvxee9uD2ipbP7S6pcTCOZyyyovpawdRA3cUFPGqZcxlpETaS5siRqZsgWuP4ShGdvPPGQ61PFfSIPHnCNHz/JGs2jp+ufh7/2rzWM+3k+hrc+ql3YMWCmVqdGPCLh1/EW7E0vn3rJ1Bx8lyoCW2aN6Yy/OfnD+OqU6/DumffAqBZ+CKRSODzGEm87qcDbHYb3YP5FM3fNzbnW95rtpjDhlc3rsdv3Nhr9Q7o5auqKfaCPAcIYqQhwUeMSfhuXf6vE+NN3XhYW2/u7oe7/xi/4F2SQfLza8MduO3ZYDutho7lwDLcq8Uc3br+ZTlzTk5MwMIqzdmiLduB13rWFTzOhdPn4SvHLDdTXPPio3hs1xbPyxqPRnDje1fhU2eeYKZ/eO1m/Ojp5/Gdn70XSy9fgfykejB9zF/LjnZcffGP8Ysv/BX9Xf0IHyTBN9IU/D14/miGdwPaxarzRi+9lKC/Z6dRvFga+9HsU0GqTMUpNLsGcRAgwUeMSfy8dcEKjGML8GQ3kgSZcYO36g2nm4ZvSBTHdGmqYwzhSIzR8+zRLbm2VlmjjSTynrqlHdAWoqXlyaLpL5+/FB+edwwAazaO17jZOHhEUcAVZxyHmz9wPiqi2vi9Tfs78PE/3YVV7zkGn/7eZWBHT4eatLxxH7z1adz8kb9j2//2lXQeo4LvpSz+elP6fWO3svkdbaSsjWoJYs6rRsY/RZ9n21a2x0uaNlZPS2g8Cxi0ebptachRgziIkOAjxjzM53OwnKzoQ9gm5hxdQEGwO36wYYikYM2XM1WwILNDrYu/GCjYkJdwvKAWPi8WV8/D+JgWb29j/xZsH9xdNM9XjlmO86fNBaDNxvGJx+/CFm42DifL58/ArVdehinjagAAPakMrvzjf9FXyfDzX38EE1YdifzUBjBRs/b1d6bwt289hB9+7Hfo7ej3LdcPr0sZaBkhMTXUevrtL6W8QuWXemrMtxS/9My01vHize/5YGB05Vrj/Uj0EQcHEnzEmMX00vXp1nWtO/LbuneZUUzhh77i6B8dahtq72K1lzJS7bG9XsUlwQHSASUj8mP4nDEuiuUVRJuV78GWJwqk1q6AKADfX3Y2ljVPAQD05DK4/NE70DLY7/tFz2isw1+uvAwnHzENgNao//Dep/HHl1fjRze+G+ddcRqyi6dCqU6YeZ7+zyv45LJv4cl/vzQKYzFHlgOiFZl9pVjMvcDFejwHCmU3nwtcIt/hHvy4P8csGi7nXqaVcyp15xIHCRJ8xJiF79b1EnOM+wxYD2dF9R9sbb19O8RcwAaZl0+2f0NoJXnLjF8A6NEIrux7XOZvOSo2TnA4dRREZ/BllNTgn1J/HJKSJrRe6HoN3bneonkikoSfL78A8/XZOPan+nHFY/9BX847vAsAVMajuPmD5+PDpy01t93z2pu48k//xTveczyu/c47EF06A7kZTWAh7dHb3zWImz75B1z37p+jfa87QHRJFNP0AUS/14U9cFJ06JLSczyfR1HOWTWMo9qeCYWqwG33eibIXDgWw6JnHEXVp14jiIMFCT7isGAkLBPmmL0A5Xl121hdQarn9mHVjfunNTTe1rtDyYoXdCyh6PDSLfUcIlIEpzeeBABQmIJH2p4JlC8ZieJ3Ky7B5GQ1AGBTTwc++cRdyCp5X60kCSKuOnsZvv/ucxDTZ+HYsKcV77vln0iMT+CXP3s/phwzSbP21SXNY7366Hpcuexa3PeHJzXrkHfx/uftsWPDbmBH+/DvrUAEEpgjfZASc/toQj+0l0ZuVg3GBXFXjdkytB3Gd+Y8nqyqUFXVnCZRJu9c4iBCgo8Y0/Dduoxf1wnq5KDagqMab/1qSW2LLX0J+SwLZHARNCo4G8SDELPD6wiSxHfpDq3BPLPpVEh6nL3H2p5FTs0VyaExLl6B35/xNtRFtVkxXmnbiy8++0BRJ52zFs/Bnz75DkyorQIAdA6k8LHf/gdPbNqKt50/Ce9893FQjpiA3OzxYGHt/NKDWfy/L/8dX7vgR3jywTV4c+M+dOzvwfP3voYX71+N/u5B74P5fC1bWgWs2SngiQ3A7k4gqNYYiW88kEW3gFGuWO5CBjheqPFj7oJif03y2s+/dLjTOMOxGJ9UleE0CrZMHEQEdqgPHiGIIty/bj0ECIAgQIA2K4LxF4A5HZZz3fyrD6Y3BIGxzm8DAInfLoren33Sa+Xy6bzrVCituc+x7qwzXy4A27UoVI521ew4s3mVEySfH97lWQzk3sCG/d+AEtoEAAiLjZhe/RWMS5wT+BgGv9x6K57vfBUA0Bitx/SKKTi5/lgcVbPQsx48azta8IFH/o2UPtfuMY0TIQLIKgqOb56My2YvNufl5elJpfGVvz2AV7buMbfNqolDjCWwf08PIlszEFIyQrs6EGrvs2euTgCDWUjQvt9oIoJLrjwLb//sOUXrCzA8uk7AYFaAJjkExMIMc8YzTG8slGuIMOOPfwmuPcy5WiAvswso1/g4XmDZum3d5TCPdGb4Jts2t5OFc5uxLiuqzfqn7Wfm3Ll5RYGs0Pg94uBCgo8Y89y3dr0m8gRNfBh/AU1QBBV8vAAyhJtd2HkLPtFD5AkQAgk+r/KcdYEgFBV9hQSfV3qjjkXTHETBN5jfhDc7r0RO7gSEnL4vDElIYFr1l9FYcXFJx/37rrtwX8tj5npUjEKEgNMbl+Hdky/2PH+ep/dux8cfvwuKLhlCgoiw/r0lI1H8cvlFWNIw3pVPVlT85IFn8bfnVtvqmYhEAJkhtDODcLcCsTeF0PY2iNm8mY4BEEQB0VgETLcgX/7dd+DcDy0vWFeA4YkNAvrSgm2bKADHz2KQVaAuCeizwdmOVxSPRMVnuSi+0VmGLUBygX3O/XbBx4s1+Gx3CzqAF3XMd58tmLKeju/GVZjhocuwbOYMEMTBhLp0iTGP6bzBYHXhwP5AL9gcOcbn8PAhVUrp5mJg2gBuW54hdpI5u6gcdTEsHgfi1a3wtGz2zrDhdg3uG7gVitoHAXFzmyjEwKBgz8DvoLJs4LLaMh14sv0FiJw4DQshiIKAJ9qfx8b+LUXLOHXidJw6abq5LjMVkigiEQqjP5fFda885jmQPySJ+OL5p+Lrl1jewowB6VweoYgEcU4FMlPCUKsTyC2aArmp2rxeAgCmMmSzeUSiYTAw3PWrR5HJKsjmgXSOYSBjxIJk6OhnaOtl2N8DKK4uXAEqE/DCZhGvbBXw0BoBz70lHKThA877pbCg8ynEM2/gKnj+qjTcY3CLhGOB9tuwxd0DMy8qhWIhDgVCB7sCBDEyaN1Wrq2MmVYklWkWDg0rrbZd8CvCSqeqppXO1iAJtpVAdVUYs1kG3Y1Wif2VRjnMO7fKXQfzCEM7xMjiZS0SAMYU9GSeh4AwBC6ZJmISUNROrN39BmY2HonKGNDeB3QNaNZdEdq5VcaBpmogrwAP7V6NvKogIsSQYWkAQEbNIiklkFIyeHzfalTmrfFVdUkgEQUGMkCvPnROZQwbOtoREkTIurVnIJ8DQlGEBQlberrw8JZWrJzZBEkEdrYD6ZwmqFQGZPNVCEsS8opiltebzqA6HgNLhgAxD1EUoTTVQGrr0+5d6N+loiI1kIEUDqF9bw/ueLwPyYY6Yy8WTNLqs2FPKe/wAgazpQuRAyddCh0peC3co+kCjjEs4Vh+c+VqFj6GQtP6EcSBggQfURYwXazZO7CYZ3ejIfzsIsieTmGq2a3r9bjn9ysqM7tvFVW1dc/aLT7+Cosvw/OYLj3I24BGBu16OLcGL3/k9aNxjvbAy4xpR+pLA7Ksbe1LCdjVIejhMLScE2uBpmqGrAzs6k5BBSAiAgFZMKiQmQwFKhTGsKdvEK8NWMc5erqKRBRo6wXW79a/Z6aiP5dDWAwhBBUZRTv4gJxFXIxCYQwb9mdx+nRAEoG9XQL6M5r4FAWga0CFKAiIR2LI5nOmCOjLZBAXREAA4rEIZIUZAy91Q5gm/FRFharkEIqGsXROCFV1KiQREEWgtkI7RnONClHQtu3vBtbucgpA7ZpWxDSR2FQ9kt9T8OTFc/in8ByFpG9y+sqW0kXtZeH3nlWDtwTyoVesD9Y4Pq3c5XPIWYM4+JDgI8qC8xYvxH3r1kNgApjAAKZLPV2FMFPMFJElxXQUPw6oRMuerNjF4MgoJO8mzdOiN3IHtdeAaaLG1+hpr4A9r0f9BSZAgITq6PHoyjwJCNbUZKKoQkAKYbEGS2YfAUm/nDObGWY2ewv8ZAxYPmM8tu1giIoqBBZBWtHi6aXlDEKiiGObm7FqvModR/s7rQGYOk7bLgjAPzrqsLG7HclwBCpjyKmatS6jZpEMR/HepXWI6E/VZUfYz23pjCbc/qKIvCKjpiKKvlRWj9sGpAUF46pjyA/IiNckkK2Mg/WltWsmirb+WTmbx6v/fhzv+tL5kCS7oDNmcWMAGqsBQX/t0erPsGwOQzgEVMZG18Jb9IWl1LKGYOxzjuVjHtvVAl2tfPxMZzgWlQvR5CyL141k3SMOJWgMH1E+MO/GwWuAtnPMkhFJn4+yz8+nWazBso+nY+ZSUvUZuHFC9lh6ClM9GxfneQU4irkECuA83IF4w2B8xfshCRVgsMKRaOP2BExIfhCSGHfl8TwnBiytWYzacA0yahYhQTKFoQwZETGCUxuOQ0iCuRjGVlEEJElbRBF4/9yjIAoCUnIeyXDEfIAyAPFQCPWxhKtOBjUVcZw8pR6qqiKdkxGPhk15ygQBsZmViEQkZNJ5CLObNTOh3h/MBMEm4P950/249p0/Q3dbn+exAGDjXkEXewwhkWHeRIa6JFAVDy72vINqF74phnKbuI7Dl16gQNdt76yavhSrE59c+615nBcfg9PTyqeN4VP1blxjO1n3iEMFEnxE2WA4b5iiCz7dP9x2W+R9P9FjJdADrBZOp3g0Bp7phhCE1S4s/RvJII3ukBz0PRt8r3LcaYLk4klGFmJO7Y8QF+eb20QhjGnVX0JTxWUlVTsmRXHVrA9jXKQOOVW2hc+ZnpiMcdG6QOWcN+0IfHLR8QiLIlJyHmHJ6iRpSw/ixv89XTD/ymn1ePtRs1AVj0JRVMQiYbMrf1OmFzOWT8GRS6ZArEogtHQ6olPrgZAIFpagNFXhpHccD1G36q15eiP+b8X1WP/CZs/rGtU9cGc2ASsXM8xqPkDjNp1iy8PpyJbc+YJW4M7wuqsKvrB4FOD1m/F22PIWeNZ+1UNx8qLYu0uYIA4WFJaFKCvMEC2wx+MzrCPaoH5HmBZHWBavMCu8QBD94vE50gheaQqEX/HbZyTh6+XM66yX1/6gsfhcoVjgLMdVTNF4en4ZvfSH83j9/f1Y17McgpRDTJqGo5rv9c3rjZVSVhWs63sTe9P7cee+B5FTc5AEETct+hbGxYKJPgBoTQ3gmX07kFVkREUJ33rpMdOR4/oTz8LbZy105WGM4bGHH8YR8+ZhXPN47OzoQSwcQtdACp/6/V3I6922nz33JLxn2RIAWiifG2+6H088tREAkIhH8PF3HIt/XHcnult7tTSSiPd//SJcfOWZttA/iqotkSEO3OGFS8F0RTYUDdli7mae5RUOz8J809nWi8bcs6SyYT03XtxUflYNxjy3G6FYAE0o5hUFKlNx0qyZBc6cIA4sZOEjygp+fl0ec9YIZg3sNhsBfZeq+r+VG12qpbwdeVm0jLk2vfCz+FnWiOKhWUYCt+WwyHG98rDSrlUhwuEwmFIBAFCYfxdmEEKihKNqFuKC8Wfi3KbT9TJV3N/yeEnlNCWSePushXjvEUfi7bMX4VvHrzD3XfvSo3i1ba8rTz6XA2MM0WgU8UgYcyc0YFpDLY6ePhHXvv1MM91PH3gOT765HaGQBFEU8MXPnYPjjtViuKXSOfz+rv/hi7d9CotPOQKA5sxx63V34oYP/D8M9Fjd35JYROy5LHH2ZbRwWyNL/WV5Z7HdowXEnv9d7DGmj+vGdV4Ur9+zoqrm8BAKxUIcapDgI8oOvjuX/wvoFgJmby+8x7/pHUYeu/gHuZcwcqf39vTzEn58GcHH5fHl+i+qyrzauFHFLgqDHd8pL6WQBCja2DhZ7QNT7d9h8dNxp2QAzmpajoio9Xs+2fE8+nL9pRRq452zF+P9RxwJAMirKq568m7sG7SLU8YYmpqbkaiocOU/58g5+OSZJ5jr1/zrYazb1QIACIUkfOOr52PRwkkAgL6+DL5384P41C8+jHd+fpWZ55WH1uJzZ9yALWt2Bqv0EBji5RnygVzT+3EHLd6Fa3zXhbt9bVMb6rl8u2sBPeYhH3qFmcLQ2qbSvLnEIQcJPqLs8LPyGXoHgKfY8s6j+gxWt/YbGELQdPTg8TGb+Fr1POwQilOwORovp0AMIhhdotDZwHo0kC7hNspIkgSmCz4GGSpLjUi5VeFKnN5wEgAgp+bxUOtTwyrvq0tPw7LmKQCArmwan3ziv0jlrVkzorEYFh95JJLJpGf+y09fivOPngsAyMoKPv+Xe7G3S+u2jUbD+PY3L8asmdq8aB2dA7j6mjuw6hNn4Fv/uAqVdZqIbNvVia+s+iEe+ONT/uFLHNrJ+hoPkJzz0XCamCrtsPb71nkQf1SVBbJoatY6po/dtf9ejcDqRjevObuGqkJVGVbMnRP8RAjiAECCjyhLvKx8XjjH8xgNgVd3jJ9lr6QGkjGPZrWEQed83VWvBvqA2F/suK5BoWM7zpwVb3gFQYCgWlYxWe0dsaqf27QCkiABAB5pexopJT3kskKiiJtPPQ9T9Tl1N3a346vPP2jeW7lsFpm0f/mCIOAbl6zAMTMmAgC6BtL47K33oD+tzShSURHF9dddikmTagEA+/b34Opr7sCc42fi5se/jiOWarOAyDkZ/+/Lf8ePP/EHpAe08DPOr2RE7wxevI2gg4ajaFt3rLPb1n4M/oXMur9sFm4PzFArfDeuB4rqcWxmpVdVNiTrPEGMNiT4iLLEz8oHT2uAuasoVuPjZ5njrRX2BsRALeK56y8mS5WEXvUrOhrPvaWABeRAIaDS/CyzHniaqLw3+aDtrY/W4KT6YwEAKSWNx9qecV0jr+5xP2qicfzq9ItQEY4AAB7atRm/XPsiAGD3rl14+cUXC55nOCThR+9bhakNNQCA7W3d+NJf70de1uL91VQn8L3r3o6GBu16bNvejmuuuxOV9ZW4/r9fwAUft8YSPv2fV/DFs76PXRv3FTymdT28rlCRazms+6L4MQOX5PEdFfuuGKwQLAzWEAvn3Lmy7q3rttpbAZaNOXMVps2be9oRFIqFOPQgwUeULU7rnlN4eYdmsVAKOHEw83+ruwewizlneBa/hqxQo+RlafQSY6U2dgalWCIKleu3zbU46u93HCciswRfXu0JXOcgnD9+pekZ/EDLk8ipuWGVN7O6Hjefssr0Db5l7Qt4aOcmZLJZRGOxgnkBoCoew08/eCFqKrS0r2zdg+/990mzK72xoQrfu+7tqK7W4hBueGMfvnPD3QAEXPGdd+LLv/8YEpVa3j2bW/DFs7+Px//1YhGhPzq478fgx7T9Wh3JXWP7gtQFhsjzf3EyXnl4oe+1nxd/xrhggAItE4c2JPiIssXXyge30GFwd+8CvFBhrge9E7PpKUVxwd7tVEg4aWlLa0yc1iovgedqOl2N3CgKgoDpJIGz8Km9pVl/PBae8bFGHFd7JACgT+7HU+1OK5y7hGJC+9QJM/DFo04xS/jKcw/ire52xKLFBR8ATK6vxo/ffz4iIa27+b+vvoE/Pvk/a/+kOlx/7aVIJDRL4quv7cCNP74fiqJi2QVH46ZHrsa0BZqTRzaVw08//Sf84gt/RS6Tdx8sKB4XsphDRCll+zpoFCnWeidierev/fcMFHix0RMbMfc8f1/6l8rgnjOXX9eGg6g47Qgau0ccmpDgI8oa53gcu8ducAuXLVyDo5EI2szx7ZcRzqGUMJhO8cnAzBAQZj0d5RWaOipwZb1EqNc/T2vOyBASqs3Psjq80CxenD9+pfn5/pbHIetTpg2Hj8xfioumzwMApBUZP9q9AWkpePTAJVPH49vvsOr1i4dfwMNrN5nrs2c14bpvXoKIHnvl6Wc34ZZfPQrGVIyf0YAf3P8lrHzvMjP9I395Fl9ZdSP2b293HWsoNr9gAs8hlPm1Eg5mHMvLUhykEJso1QvxG1rBuN+2Iejc1nr7usK0OZmVEn7PBHGgIcFHlDWmlc+jG8c516ZhIQC8rX2FMKdfK2CY8G9g7A0hLwZHIi560W5fxyGcE9AP57jBZERxC5ok8oKvV8/l4SAQULk4k0ytmIzF1dqMHh25LrzY9T/vjAXq7FwEAbjuhJVYXN8MAOhUcrhxxxpkZaXod2IsZy6agyvPOtE86rdufxSrd+4zz3fhwon4+letOXUfeGgd/njrswCAaDyCT9/8fnzmZx9AJK6Fn9m+fg++sPIGvHDv60XOz+uMC1vzXFfAw4pe/Bh2eejVvVpYaHrmtvaq7joZnrjGfedZImMu6x5fstGVezpZ94hDGBJ8RNnjHLsH2Bsfu6izNxhe8AO9vUQFb1WTnU4YJXb3Ah7j/xwt64gIQ2eZrk3Fu4ZHk7BUY34eSS9dngvHW8GP79n/yIiMxYpKIfx8+QVojGtexhv6OnHdy4+V9H19aPkxuPAYTYzmZAVf+Mt92NNpXYPjj52BL37uHHMik3/d8Qr+dfvL5v4V7zoRNz7wFUzQQ7qk+jP4wUd+g99/83bk84r3XR5QOAfFK7uHXLf2Fbg+/E/IGV7FwLM71+O+5jHGyyr6C1fBUCzQrH6G04bKVJozlzjkIcFHlD1OK581VsiCgR8LxG9n5iwbnqFaDFHA7A1YkAaSb3jMQK/ceCE//LqNLI9gZzPqlm48oyne3FYfj8UjnXNL5AAIviMqZ2JOUpvRYl+mFa/1rBuRchsTSfxi+YWIStp4vNu3rsdf3nodQayEhqXw6ouX47iZ2pi8nlQGn731HvSmMuYxTl8+F1d+4gxz/Q+3Pov7H1xrrk+bPxE3PfI1nHzxMea2e379GL5x0Y/RsbdrRM6z0EtDkKy++5xj+3zL0O8cx/3l+VLGjLSs4PuXITwNEQholnrzxQvauL8hD50giAMICT7isMC08vHduPC2jBkDvz0dHPTGwUv88Q99hfFdvNY/2cej112W06pnb8V4m0ipgs1LFBb7V1LrXejYQywgHK41P8us17cqw+3mvWD8Web63fseGTExPAEhfKhuqrn+/f89hef2B58RIyRJ+MF7zsX0Bu067OzosYVrAYDzVy3Bh95/krl+yy8fxVPPvGWux5MxfOHXl+Oj37sMobAmPt96dRs+f8YNeP3xNxxirZD9behYt7CjvGCazlmaZ9l+OEOwMOYewmEvz27JNn6HDNpvXdGFnsoYllMYFmIMQIKPOCzgPXYNSxOPcwyfG//9fvY0A6+3f8viZTU+Q9FUXsdVHN1cnoFiS8Q2rs8QBY7FFRjXV2z5mIIKEAvVmZ9Hy8IHAIur52FKQgt8vD21Cxv63iqSIxipVAqLhTg+tkCL+acyhs89cx929HUHLqMyHsVPPngB6iq0cCyvbd+H7975uE08vfMdx+HSSzQrHmPAD3/8AF7533brEgsCVn3kNFx/9xfRMFm7pv1dg/jOu3+Ov/3gHihK6d3YloCzFqdALGUUg8tSx5XMzwRTuAvX+L1ywy+M/a5xfNZv0HTS0P/yv01VVfVp1GDe28asGgQxFiDBRxw2BLbyMZjztbotAFxeTugY8Fa7Uq0j9the3AG48USWUAxUpP20OHHm0lyswP4DhYcGNJZINAmmaCFIZLXXN51XdQNb/RggQMAFzfaxfD5JAy0GmXQasVgM/3fkSTh9otZt3JfL4lNP3o3+XDbwJZpYV4Uff+A8RPVwLfe9/hZ+/8Sr5n5BEHD5h0/F2WdqLziyrOK7N9yDDW/stZUz5+hpuOmRq3HMSi0dYwz//vH9uO6yn6G7vbgX9BCGovrmZ8zxHQUs19ca7XEXeM6Xy+zetlbdtK1OD13jXcWw7BlBlsm6R4wVSPARhw12K5/b6mUIHS9rlpeS4BsRe0HaH2coB/6z06Jg1SFYC+qM3VewO3YI2CyZvuLKv7ktlMZJkDqGw2FzPt3RtPABwLG1R6Ip2gAAeLN/MzYPbB9SOXwAlkwmg1gsBlEQ8MOTz8Xs6noAwLa+Lnzh2fsLxnd0snByM657pyVK/9+jL+GB1W+ZgkSAgKs+tRInL9OESDYn41vX3YVt29ot1QKGytoErv7LJ/C+r18EUdRqu/aZt/DFlTfgzZe2DOmc+RcSuyj0l+WFvn/3fR7sPYS3bBcSp2Y6cM4aHt24NkseL/pK+N4I4mBDgo84rFi1aIHZ5lnWBIeVT29YvObZ1datMA4GrjF9XiLJeRwfjHSyy6rnn79Qt5K3ELMvQxmrFswK472tmDB0Eo5EAE7wGV11XoX5Swu+Dv7/BEGwxeW7d98jpZnzPM4znU4jlkiAAagIR/CL0y5EdUQLwvz0vh246fVnAx3CWFYsnIXPnGPF2Lvujseweoc1hZokifjSF87F0UdNBQAMDmbx9WvuwN593bY6iqKIt33mbHz7js+iprEKANDV0otvXvIT3PmLR6xAxkUEXBARZl4X20/NcW8WMC/z94U1e459jly1yPAFlXOO8hSAeqGGRV01u3a14xsx98C038zpcykMCzF2IMFHHHZ4hWnR95iNilcMMa88fOgOa8xc4bd+53g9fhxfIeFl9yx0izh+xSkAnSFGggi8YrY7T3VVTGkNEUmSwNQKvV55qCwdOO9QqrKsbinqwjUAgNd712N3Ksh8tP7MmTsXk6dONdcnV9bgp6eej5CgPYL/8Ob/cNe2N0oq832nHIVLjl0AAMgrKr542/3Y1dED4wuIhCV842sXYN7c8QCAnt4Urr7mDrR39Lu+pgXL5uCmx76GhSdpAkZVVPzlujvxgw/+GgPdKceRC19RpyB03z2lWp/1XA7RWegW5o/j+YKmZ3aGYLENydB/Y7IedoV31FAYw6lzZgWsP0EcGpDgIw47tK5dxnWFGiLKnZYXWYDVTcR3FznTAlZjwwdk5q2AfnPuuoQmJwZLjrXnEmH21rLUrt+SrYB+wi+AOOTDZRiLyJLmfpn16UV5nIePLi2FkBjCuc2nm+v3tjxSJEdh8VtdXYPKZKVt2/FNk3H10tPMEq558VGsbt9fWERziwABX77gVJwwazIAoDeVwef+fA96uHAtsVgY115zMaZNHQcAaGvrw9e/9R/09rkFc21jNb7178/g0v87x9z2ykNr8aWzvoeta3aaB/a6rezfZfCr7XxR4YuxnC+8QyYB9u/fmCNXy+t+6VJtM+N433iawFPNly/tN2s9KwAj/t7wZ2IhiAMNCT7isMTULtwzX2sorDF8QQWWFXWfa3B8WihXu1hEkHjN+Wss7th9pVhNvOoWQDg5F/58RhkR1ny6yhDG8ZVa1+XjTkRlSLMqvtj1Gloy7Y5vOViJmXQaWzZvQjbrds5495wluGz2YgBAXlVw1VN3oyXVH7CGWriW7737HMxs0jxud3X24st/vR85LlxLZTKG7377EoxvrgYA7N7dhWuuvROpVNZ1FqIk4j1fvRBf/+uVSNZq5962qxNXX3ATHvzT0yW9dHje566Bs6WWZve8LVgf5gjMrG82xKBr7J5rPK1WiBFYWVGtzzRfLjEWIcFHHJaYVj7A6h7lGg/eccNp5Qsy7Rrf0PGC0A/e+uCcWo2XFIVj9xm2C8Pi4RgD6FicWsU1D2+JMs6wyrj+OURikDRe48Qkoco8lqz2lFS3oRCVojizcbl+bgwPtD5WILX/HLn9/f3YuX0795YBs0wGhquXLsdxTVpQ5Y5MCp9+6m6k5Jz7Gvn8q4hFcPMHzkd9Uhvj+PqO/fjOfx63fZ91dUlcf92lqK/TRNzmLa247vq7kc3KcFQKAHD0GQvwo0e+htlHTwMAyDkZv/3qP/GTK/+E9EDG8bLithUzR3nF0Lpeve+DYhrTSqf9XlTDqs6h2izldgFolcOHZdGFJTNqZ5SjkqMGMWYhwUcctqxapIekcGznepKsweHmJp/WR0+gCTL/Fsrexas6msnCWEKNt+oFt1y5BJ2xbrPA+FvwtKW0buCRJCRUm5/zaq+vEAjSzRtUVKxsPAUxMQoAeKbjJXTnjHl8C18X/l86nYIoighHI57XLixKuPnk8zApqQnaDV1t+OaLj5RkTWuuqcRN7z8P0XAIAPDgmk347eOv2NM0V+M7334bKis1Z5G16/bg+zfeBzkvc/eT9W/cpFpcd9fncN5Hra7tZ//zKr527g+x+6395rW2X3s41v2FPS/8ndjmueby+TloeFnCnYGW+XSKXqDX9Gma5Y/pddRi76ncOL4Vc4/w/yII4hCGBB9xWGN5+9n/AtaMG/x2VX/jN7qVDCua29pnt7AZ3UeFK2MtvJgoZFFwWvzcQobZlxEWbLbuNR9x5WNfdJx68bqFJEvwyWrxWHEjQUUogTMaT9aOyRQ82PpEyWWk02nE43EIgr8VsDYWxy+WX4hEKAwAuH/nJvxmwyu+6b2YP6kR33nnmeacur97/BXc9/pG21WfOmUcvn3NJYjFtOO8/Mo2/OSWR3yHIIQjIXz4O2/HF357OeJJTSju2dyCr557I566/aXiXzVHIf3qafXlRGIh+N38b9bcZlq+rfvMbW3lxuWC2fLAEH4qxdwjxjYk+IjDmvMWL3R16Tq9eO1Bl71lkl2g+TdSDIDMiSRt/JDW/ijcQHPXbACcaCsUrqXkadZcIquw3crodivpGEPUlc7ahEPW9GqK2qPVL6Clrth5+pXFGHBm02kICZrl7In259AvD5Z0HulUCrF4vGi62TXj8INl55idwz9d8zwe2721pGOdNn8GPnuuNb3a9Xc+gde260GX9WtzxJxmfPPqCxHSgzc/8eRG/OZ3T3nfO/rlOfH8o3HjQ1/B1PnaLCTZdA63XPVn/OZLf0cuky9YJ8taXODFwJY+2AsBf/+7j8l9n3o6Y+ye8duSPcbuGSFXjJc5wzNXoZh7RBlAgo847OEDMjuxunQtoWNOtWSKLL0hcVoNmGGd48x2BXA1ipzoCBRGxcOK5xzHV+o0a37dijaB5VgKNs7GEkCkOYmG+Pl0h2fhK0WD1oSrcOq4EwAAWTWHR9ueLulYdfX1aGxqCpT2jMkz8ZklVny9rzz/IDZ1dxS9fvzyrhOX4NLj9Zk2FBVf+esD2NnWbSvhyCWT8ZUvnWsGXL7nvtX4299fLFi38TMacf29X8CK95xobnv0tufwzQtuQsv2dte9V/DlQN/+7T+o+PYfVLz8BkMq7f6NGJY/wH4vmjGQnRZsfXGOs/USgDzG8AroL14qs2LuqXp5FHOPGOuQ4CMIWCLOz8pniDFrg6sE2+IZFoLZQ7SYIoxZ4/5soVscMf5c9dUXYxxSKZhWRZ95d/2WoGWXimceh8qJhuvNXbLaa9jlXAmDW/2cRiYP9aqLgHObVkDUH5ePtD6NtJwteJ14YTFp6lQ0T5zoWboXH1twLFZN1cRFSs7j00/fje5M8LiDgiDg86tOwYlzpgAA+tJZfO7P96J70F7GiSfMwmevsmbs+Ps/X8Jd/33NPhyAF3BgiMQj+MRN78Wnfvo+RPRu4e3r9+Cr59yIlx9YA0Bz8GjZ0Y6ull77UAmPl4KIZjjFQy8CN/8D+NfjDJt3e93vzsW6/w28wiL5CUB+zlzTOq5b84zjGdtUleE06solygCBlRzciyDKk/vWrocgCNoCmGOujM/G2CjR3C7Y1g1ribkuWO9TfBozn2iN6ZK48V2i6M4nQIAk2seAiT55XPscY8ekAmm91p1jz9z74cKZR4A7j9e2QnkGUruwsf8CAEBNdAVm1d6sp3Md3aM+7joWz2Xf85vtt+H5Lm1c3bsmXYxzmk73zWFkk/N5DAwMoLKqCpIkBT5mWs7jA4/8Gxu62gAAxzZNwm9XXIKwqJdR5LHNAAxmc/j4b+/ElpZOAMCiKc34+YcvNB07DP57z+v47e+eMtc/e9WZWHnGAjglqfOIO9/Yix9/9PfYv63N3HbkivlQVYa+jn6IkoAZi6fg7A+fiklzxjvK0kq76ymGddus0xEFzXp3/klAfQ1DWAIaap3WPb/Pdks7PyzCEHi88OM9co38xnaVaUJPVlXkFQVnzCNHDWLsQ4KPIDjuX7dBa4RN0WcJD170CRA4YWftB5xCTrSlce43tkuiaDb+XoLPKs9fGAoFRJ7f8YulNc6LF1/O/Voa53phweeZp0gaWUlhTYfW3ZkMH4O5dX8wMjrK8SKALCwiCvemW/CNN74PQOvm/eHCaxAWQwVyCOjq7MCa117DCSedjHgiUfgADlpS/bjswb+jI6PNdHHZ7MW45tgV+t7igg8AWnv6cfmv70BHv1bGykWz8PWLT0dPKoNENIzqhOaIcdvfXsA//vmSVmsBWHXuEuTzMiRJxPx5E7B06XRUJKKOYzCkBzL49Rf+hhfued3cHomHMXXeRAiigL7OAdRPqMEVP3gXmqZp8xPzTc5jrzK8uAHwGh4XDjHkZQGxCMN7z1ExrkY/LnfqzmEVAC/gDOFnF3um0GOWc4bhlGGUk1cM8adQzD2ibCDBRxAO/ESfafHjRKBL7PlY+/jPko+g890uiKYY8RN8rmM5RJ0kONIOQfQV3O+y1jnT21NraWxJAonCV/cfC0HMIx6ahQX1d/DFOUp3lVR8SwAr4C1b/4DXetYCAD405Z04rWFZgdQC9uzahS2b3sLyM1YW9NL1Y03Hfnzo0duR02d2+PrS07CseQqyioyJySpUhKNFSgA27mvHJ357JzJ5LebepPpq1CbiCIdEHDl1Ai46dj4aKivwm989iXvvW2PmG99cjVgsDEVlmDG9AVd85FRUVWnOJ+a4OmgC7u5fPoq/X3+3mVcKS5i2cBKSNQm0bO/AcRcdh2XvPwsDKaBvkCGTA46dB9zzHLB5d+H6hyWGD52voq7aLvZ4JwrXvNfM27qncmLP2MdbBI11WVWhMhXL51BXLlE+0Bg+gnBgjt9zjgky1pllpfBzpjDihXmFu+Bj8QWvFIzhZJwDhuo5lsk8fqHiio0/G8LYvULYq+NxMty4Lj/HlbzSDYFp48ay8n7051ZDZbLXkLtA4/MKHcvv3M9rXml+vmv/g3i5ezW2p3b7BLlmSKUGNcue4HN+Rf4tHteMbx13hnnM6199Ep975j5c98oT+PJzD+E/WzdALuI9OndCA77zzrPM9T2dvRjM5gAAT76xDb946AX0Z7K44vLlmDy5zkzX2taHimQMjY2V2Lq1FY88toGrmXX7CoKAucfORMPkOoT0QXlKXsHW1TuRSeXQl4vg8fu24tb7Ge54kuHJ14E3dwKpLNBo+eHYCEkMgsBw4iKGqy5TUVsVcOwet5/3wDWdN4x6c/uMdGZXLiOxR5QnJPgIwgHvtWsIAdi3uPIUFIB6K+MlwpzjjJyOGAxWGBdneid8HsYdF8xe9pBwiirn4vhnn7A+oLotkCQj78Cu/u8BghYCREUKewZ+jJbBW8GY92wRo8GMiimYGtdmxejJ9+Ffe+7GbbvuwG2770Bv3j0lWiqVQqLErlwnF82Yh0tmzDfXt/V1IRmOICXn8a/N63Dn1g1FBfvMplpMrLVmKtne1gXGgMn11dja2oUXNu3Cnv0pRKMRJCo0q6GqMmx8cx/kvIpERRSrV+9CPu9xrfWbLRqPYPYxU1FVnzT37dm4H9UVDBMaBXziEuCL7wW+/D7gE5cA9dXA8qOAox3D4yY2MLznLIYrLmRYfhRDyBy2aBd5zn9e4/TM3xIv/gwnJwbbeD1FF3r8+D6CKCdI8BGEB6sWLTAbBcv6Y4k/3uJXaOo1Bm8RaJ8FIJglzel56BSGQbGmn7IOrKruAMqWLSdImcHSFBKJDB7mOTAwJqM19Wdkld0AjHh2DBIq0ZN9Ar2554uW4ymEnIdybdHtdFye/WnLQQEABuUUklIFtvRvx937HrKm9dKvhyAIqKisxHCZVlmLCj0os8wY1nTsR30sjopwBI/u3oq2wRQGUgydvcwcw7anXcXqzSpe2qDgzuc7IMshNOp1YQDW7GzB5j0qOnqA3z+4H7/4dxr72lWIsQZIYW1sn6yoeHPjPggQkMvJyGQV7bvmzpGBYcqCiahurMJgTxrTF09GNB7Rrk9vCqnuPhx7xhyMqxEQDet59O9fZQzb9zH9WjGEJIZj5zNMaNAEYaGAzIDdQcP1zTluSv734vTINVIqKoOsqDSbBlGWFBpxTBCHNasWLdDG8zGY47u07l7LeQOMQRAEs8HgPxnwgkxRmTX+Tf+jMtX06FVUZo6vU1TVHLOnMGaO8VMZ83ScMLqqDBRHOsZ5HReDPwYDc5elnzePwOzrfHM7hOFrJhllGzLKdkTEZmTRDsP2ks5GwQSGvT0vIB06Gc312kF6BxkEaOMGBUH7G40AkiiYYWcEARBF91jDQjDGsLb3DahMRUKMI6WmkVYzSKsZ1IZrsH1wD97q3ocJkYlQAYQkYPFRR0FRGfZ1MCgKg6wCigIoKjBrkuZ5vXmPiu4+BlkB8gogy8DsyQKmNInY1arixQ0qHuhqRQ0bhzw6kUMO/fkctvZ2IdNViwH04dv/6ESd2gwA+L93SqivBl5cr2LNFgZRAHpy2ri5qQ3joDAFnQMpqEzFoNyJingU4ypEHDMzCdYaQyaTRdWk8diyeS9SqRyyWRnbtrdj6THTkNCFnPUda9czGo/ijPcuw123PIz2PV0YN7kOeze1AAAGe9JYeMpcX+tyd7/2HUwbD5xzAkNV0nrNMD65rHuG2DRFp7UPsKx4TocNwD2NmmHV06ZPo3h7RPlCgo8gCsAMdQBN9fHygHHbDAGkMiO0hKoJQV0oaQLKblDnxZ3dkuYtQvj2ktdWRmMoCIImDH1EjKqqEEWRa0ztCI4NpnQdhliz6ug+AGMejhrOSkCArPZDZVkIYgyiEDEF3572DEQxhmy2ExvfVPHl92p9f3+8V0W3o3f1/eeImDUJePJ1FU+9bj/GklkCLj1dQmcvw0//rehH1Y8uANderpmlfvNfBetircgnQhBYM1C5HQDQlmlHnTIDewZ68Lt1HYj3akGWZ08C3n+OhGwO+OV/FNc1+er7Q6iIacJs826t6zIkAaEQUF0hYXIjkM8z9A8CIhMhCAzToxPwVnYHAKAzk8K0mhpEFAFnLgrhiBoR0TBQWaGVf8FJIi46BZAkoL2vCdfeHoWADOZPbMQLW3ZBVlT0pgdQERNx6cnjcfqCGKrVWbj3vjXI57KYe0Qz1q3fg3xeRS4no7WtF4ypYFzHEH9PHn/+UYhWRPHsHa+gdWcHkrUVGOgehCIrePiPT+HyH1xmpjVGJggCcOpRKmqTwNxp9u/fS9h5hWQxum61dJat1lYO7NMQ2sKvMCsEC8XbI8oZ8tIliCLct3a9zRuX9+A1tln7PTx2PTx1LW/eAp65xnaPMC/O7X7evl7H9wvfUnr8vUKeuPb9VmgbR5oisfgAIKfsxq7+70AU4sjkW5FjmwAAUWEJVMiI4kRUSVeiuU7LvKuVIZfXRIKqd8VObgSSCQEtnQytXUzfLoAxoK4KmDFBRCbPsG4rg9EjbHDcPO2avblTxRO9D2CH+iZqhQZsU9ZDgQwRIuZXzEd7pgcrKi7AtOgsiCIgp1rRsfctHHfSyWjvlSCJAiRRE2CSCCTj2nfoZ7HV0Gpy17Y38LdNazClshpP792JtJKHAGBhfRMmVFTh+hPOREQK8Vlc3P7iOtz7+kZIooB0TsaO9m4AQCISwj//7z2oSyYgywruvmc1Xnp5GwYHs5BlBa2tfebY0bPPXoiPf+w0/WXG+aICvfucYbAnhf6eQXxj1Y+QGcgCAK6587OYfcw0AHYnHqfThXO727rHfIUf4B1zz/TO5UKvaKLPmlFDVlSKt0eUNST4CCIA96/bAMAKwgxY4o8P1yJCAHjRx8XwA2ALnlwoQLMtRIuPsCsk8vxCvBQLv+IZg89DuPLnZM+PgmmKBlv2Ej4M2D94C/rzL4KpIWTUdQCAsNiEiDQRE5OfQTK8xJGpuJB0WxfdaZybN/Zvwe1770FCSmB/phWdeU00NUcbMT7WhI9Ofx+iotbtuWPrVrTs3YsTTj21UPEFMR7OvdkMbnr9WWzsbkdruh/d2QwAYEFdIz675CSc0DzZncmBoqp46o3tePyNrejsG8TW1i4M6N66H1p+DK5YcayenaGtrQ87d3ZCEIBcXsbNNz8MWdaE0vvetwxvu+QYM63fcRkYHvz9U7jt2jsBAFPmT8C37/k8hJC3hdDLKYPfzjssucbJeog845yNdSO/MUeuYd2TVQWKyrCCunKJMoecNggiAKsWLQDgbkudg8NV3TzEjLAsDiuFbeoyPb/XNGwK50RhD79ipfEbl2Qcz2sx5wwtAVterizVsW6br9SxDAdBENCYeD8qQksgCFbXqMqyaIhfhkRo8ZDKLeowoi/8ecyumIGjahZjUEnZrqPCFJzddJop9gBgcGAAiWRySHVzUh2N4XNHnYR3zFqIhrhV5nFNk0yx5zWXMv9PFAWctnAGrrn0DHz33Wfj5g+db74Y3Pbs69jR3m2eU2NjFY49djqWLp2OZSfOxpVXWqFhbrvteTzzzCb4TZdmOGMwBqz8wMmYulDzat71xj488qdn7N+Bz33qNXbPOJTC7A4atvKMhdm9do0yLbGnmgtjJPaIwwMSfAQREFP0eXQ18WLMObOtV8MEWBYLbb/VIBXyjtUaKE6EwN7IeRnsvbyE7cfz1Tq+dS8Vq76Ofw5BpXrN5QsGSazBhOQXMDH5FTBVG1MnIoqa6FkAhKIewCOFKIg4p+l0vGPiBTiqZpG5vTKUxOyKGbaLlhocRCJR4Skcgy58ebWRON4xaxG+ufR087gd6ZTv9+5HSBJRWxHHvImNeM9JmmVUVlT88J6noCoOEacvy0+di/e85wSzjFt+/gg2bNhrrntdY8YYREnEB6+/1LTc/ufHD6JrX4/2MsRZ7Pj6Kx4vDvwc02Y6LtyKIQQBy9qn5VPNLmBr3B4XikVVaSYN4rCBBB9BlIARlNn519qv/0XhcC18+sINmrXfaoe9G3eFO57TGsdrB8PK6IVTHPKD4IMtTkHHCgqSUsSYIEioiCyCKGsWrTxrhcJSgfIaFqeCS8B/AgTMSc7EuyddgnERLVDxrvRe5NScdTxVRTqdRqKiIvD5BWVebQPCumVuXWeLbV9xAWnf8MHlR2OCHp9vzc4WPLD6Lassx3Hf9rZjsHKlFg9QllX84Mb7sWt3p0u4a6Ldyj3zyKk47b0nAgAyg1n87Tv/9bBEul8u3C9U7ph6nvth/z1p4/Sse54BZpcuiT3icIIEH0GUwHmLF1oizyb6uEaOuUWen+izN2rBxB0fm0xxxNPzajgBu4ei+3heXbPuha+3VYZ93alb+foz3ariEiFOyeg6tj29pE4xy8zI2zxFmZcaHUlLn8HcSs2rU2Yytgxut44vAMctW4ZxTY2BhWTQf2FJwtxabV7aHf096Mtlhlz/aDiEz593srn+y0deRPdgyvuaQsBHP3oajjxSu/6Dg1nccMO96O4edJVr5DGE9tu/tAqVekDmV+9fgzVPvWml5b4Wr3vR6YSh5bELQOfwBgbNem0JP3f4leXkkUscZpDgI4gS0WbisESfgSH6DGHhtI45ZZjVKGqzUniN5XOKO1sj6KFfeGHnHOtUSMg5j+mFb37H4raceYvQoRIRppmfM8rWkvLaBYxTaBa3kDkvzbzkLPPzm/1bzM+CICAaiyEcDpd8fkFYXN9sfl7X0arXraCt1XXWhgfzcbMmY+VC7Tz60ln84uEXXcczzluSBHzhC2dj+vRxAID29n7ccMN9SKdznDXZ/U1XVCdw2dcuMNf/es2dyKbzZr2dVjvrt8P98xGAtq5d7sXEqIs1e4YVfoXEHnE4QoKPIIbAqkUL7Q0op2iYw5pkNUKAIewM64cfxly8YNxnL1wWQbsws5XJrReaf9TZ3aYy+ywcw8FTihS1+NmtPrGwJbIy8jZvYeb1r5iY8zi3YsJwTtISDhv7N5vb9+7ajW2bNhc/5hCXhXWW4Fvr6NYdyjdy5dknIBnTHE4eWrMZr27b47iPrBs8Fovga187H+PGaRa77dvbcfPND0FRVFvXOf+yojKGE992DI44fiYAoH1XJx741eOewo6/3/iZNAD3S4zNMQO8U5QVX8/o0lWZCllVIavumIgEcThAgo8ghsh5hujjGyGzAdOcN+wOHoxrEC1LhPGXwZpyjd9nwmAb6M47eHiFrAC8usi8LW+FxKcTxSEAVcdSvHu4cPnF9iej1rirjLwtcL2D4LaHFaYmXIXxMS3Q8o7UbqQVrXu1q7MDqVSw8YVDYXF9k/l5bWdLMEHr+B74t4i6ZAIfX3m8uf7je59FVrbmzXXmralJ4Oqrz0cioYnE11/fhd/97inXSwYPA/De6y6BpIdleeDXj6Nle5vny4/KvD3arf2O3x2s34ZqeOLy69wcuSvnzQ18nQminCDBRxDD4LxFC7UPTtGnt06qIfJgH9/GG00sy5aehzllB7MJQS/4Li8vYeeFzUvSsSgeY+2ci3UujsbacUTnfmf9FI/zdR/Lql0iPhlM0eZ6zShbXRZJQ0C46lzsX1ALm+PfXL1bV4WKTQNbwcAwODCAisqk77HcV9y+FPs3vqIStVFtXuH1Xa0FhZb1DfPfgfuczjv6CCycrAnJPV19+Osza2wvJ04mTarDF790DkK6gHvssTdx112vua6/olqCbvysJpx1xXIAgJxT8Ldv3WUb16mltR/HEHfOrlu+S9cYt2eIPf53Y4zZo8DKxOEOCT6CGCarFi3QmlPGNeeGJUtvvAI5dHDduMbicpKA0eBZDST/2YAfD8hPLO+0znkNjvfCq9EvLIqKSBibpak0wuEwWE7r0syr+wN76o4Wc/lu3YHNyOVyyOdyqBihGHw8lgAWsEi38vXlstjZ31NQVPqJdR5REPD58082g4P//bnV2NnRbcvn7KadP38iPvFJK0zMP//xMp59ZpO9zo5/qz59Buon1gIA3nxuM16+dzV3fto9ofqIOy/xZ2DGhYTVnauqmtVZUUnsEQQJPoIYASzRB6u5ZdZf6H9V2LdZ1j+7CDSFHm8Jcwg3L3xFlo+48vK6NRtdx+IUh0MVbK46B7HGOfaLykQzf1bZNqQySrYA+pQzu2KmOWvHxv7NGOzXJvKtqEj6GvGK1cUvPc8ibhzfus7W4tfZ5x9vjZveUIfLTtQCWecVFTff92zB75iB4aSTZ+Nd77a6g//fr57E+vXaGED+PjXKicYjeOc3LzS3337DvUj1pU3xxh/Puibue9h42dGEnTV1muGcoej3qaKqWDGXxB5BkOAjiBHCKfoMeIGnrVsij5kpLKzxfEaDbLfW2cuxB2t2eiryZUKvR8EwLOB0RkAxx1tkvARhMDFWmngMY5r5OTvC4/hKpSKUwOS4JkD3ZPZDiQAz5hyBWDw+7LILCc+F9Y1munWdLb7ikZ+mLMjx3nfqURhfUwlAi8334NpNLmHoLPOCC4/EGXqMPkVR8ZMfP6zF6DPSOyzRi8+YjyV6+r72ftz9k4e4M9NfargxeIDlsGGLqcesPEbXsco4scdI7BGEAQk+ghhBeNEHOK0VzLTe8Nud3rtWkwcujQpn91yhAMp+zhKW4OLL5urCh8ZwLK4wL66lgCXIUVFnvY1xf1aXHvMULca/aGiGmTejbAto0XOK22Lpg1sCj+DCs+yQd6N54gRAKMFq6POvEPPrmsz5ef0sfMWug2u8KAOioRA+c+4ys4xfP/IyelP2WH+270YXZh/80Ek48igtRl8qlcMPf/CAK0Yff+xLv34+InEtbM3Tf30RuzfsNe8LPpaece8BMMfnKca0aPCYQUPfR5Y9grBDgo8gRhhD9PFduUbTbQgN87NpjbNb1VRdGRrWPrvlzTnLgHssHy/SDPzG9bnL5wQBZzF0UmjKNs9/hQQog6+3rxcVEWvcXKmx+PwJbmF0wo/j+9/+181u3ZJr4Gmh8xZsFaEwpldpM31s7u1EWs4FEIyFRLlV9rEzJ+G0+Zqo7ktn8atHXrKJRC8kScSnrjoD0/QYfV2dg/jxDx/E4GDGM2/9xFqc+yltjl6mMvzjW3dBlhVXPD77FGoMq1cP4DNXbsPvf9uKJ5/swY4daciyCsUUe+SgQRBekOAjiFHAEH2mYHN0gdk+m8IQZh5w3WBWeAk9HSyLH28VHOq4PmdD7Cnk9HSFuoOdVjmv6eKGglVHmEs8NsX01M0q23WBOBIWPY9zCyBcZ1ZMgyRIAIDN6e0YHBgMbjHkllIxHDcUpmJjT0cgC57/wt+fwCfPOh4VUS3syiNrt+D1nftMr3Or61Q1BbrCGGKxMD7/pXPMGH07d3Til7c8jrys2CzERvfw8g8uQ/MsrWt617q9eP5fr9juNQNrvJ6KREKza65dk8Kdt3fjpze14utf3oM//qYdsqJi964sljROK/1iEkSZQ4KPIEaJVYsWALAsfMzoDjSEHSyhpTW2ukWLue0whgevU1RZefXPhvhzzMpRTNi5xBvfqDtEnq1eRVQKX1e3+BiaxY8xhmg8DpbVxE5e3Q/1IHvqRsUopie07sw+aRD5eAGP51L/FbhOC2qteHxat25w1eh0xHEes7YijstXLDXT/+z+55HNW0GLGawXFWP+XMYYqqpi+PyXzkZFRVSr19o9+MufnjPvHa37Vbu3pLCEd1xjOXDc95OH0d8xYAo8+3g9rXt36vQoolEBPIoCvPVmFj/+Xit+c0snLv7Qi1hx6TPo688Hvh4EUe6Q4COIUcRT9OmNNnQBaAghw+rBp7eJMrOBtSx+pvDTF14QFrLUeYkH52B4P0oRh25PX64chzgpdEwngiBAkC1P3Yy8PYBlzmHRCiy4ilnmtOPNqeDG8Sl7fMsbSRbW2R03eCuosytYZXYBzeNVLwaGc4+ag3kTtXl793T14V/Pr3XdO16Mn1iDK//vDDNG39NPbsK9d692ddcyxjD9mGk49qKjAADpvgx++6m/4PHfP4PVD61D554ubrye9dIwc1YMguA+bneXCuMQE5tjSMSloJeSIMoeEnwEMcq4RJ+2ov/lBCAsAWikB3gPW3CiQVuMLl2v8BcuMafnMrrWtLLdlihLEMGVx/m5mHzxEnEFRRcvFos4boQ4T92MvDWQwHPWY7jwx5uTnGluf2tgq6/lMqiA9OySdfybXlWLREhzfNjQ1Va4rs5j+Fwr3gNXgIDPnLvMjM33jxfWYk9nr806qNosyFaA8CPmjsdHPnaqefy7bn8NLzy7Bel0Dn19KeRyshlk+axPn4FwTDuPPRv2oWVrK7b/bydeuet17N/UAsYYZEVBW1sOr7w0gOYJoYLf3zsvmog//WypKTgJggBCB7sCBHE4sGrRAty/br3WSAkAIEBgDEwQTE9LxmBaLVTGIAgCoP/V1rU0or4uOkwcClPNbcYeoxwBAlSVQdQbbj4/n08xjqslgigI1roPKp8HHtYiblVx1dv6XOQwLqLSdBgduTl1u+36GfUQYNsAJvjXzVkf30Q+9Zwen4IQQpAh463BLWCO6xIMbxXjJ25EQcC82gb8r30fWtMDaE33ozGedBVVSNvarK7M/u0xxjCtoRZvO24B/v3iesiKilsefAE3vPss17nxDkKG0D/uhBno7BjAHf96FQDwx989gxU756GhsQrRaAjNE6oxaXId+tp7MXnRRGx7ZQcAYMsLW7H8o6eifUc3Hv37G1Amqdi2PY+ebgWCAJxxVqXrPCQJeO+lkzFzWhJnnNLo2k8Qhzv0+kMQB4hVixYChjXFsNMx6y9gWV/A7eO7fMF11RpdpPwMHbyVxsBmzWH+ix9eaQs5b5TirGEbf1jE4ue0liWilhdmVtnqbdUrcL7e1jePNMUsh/oiCSHMSmqerT35XrRk3U4UxRa/LlmfqwcAWFhnjeMzrHxeY/J4K5xfQG2n2DN410lL0FStGWfwdQAAHw5JREFUCcm1u1rw2LqtNosen5O/fxVVxZnnLsApy+eYVX76ibeQy8mQFQWbNrZgy5ZWtGxpw4R541E7oQYA0N8xiK0vbsPOFglrXmzHvq1dWLwkgQ9ePg7f/M54nH5mJd7zoRrzmKIIJOIhfPR900nsEYQPJPgI4gCyatFCS2jALuy0htIpAPVtNjOMs/vNsq7wwpEP1WIIQpUbp+d04PDqovNz/nDi3MY86mgshWbwcHbjOsUETyJh99Q92GRSKUwLTTLXNw1uCZzXdEwpKnjdYnVBrSVwNgSaV1fD+G78HGP4f7FwCJ86y5pN49ePvoRH123B/7btw96ufuRkxUO86t3CgoDTzpyL5vFVAAA5r+Lh+9ZBFAQkK2PYv68H/b1pSCEJS1YtNC2o217egcVHJnDCiRX4wIfG4byLqnHE/CiiMQEKU9EUHQdBACQRqK4M46ffXTwEiypBHD6Q4COIA8x5ixdqYVtc1jxDjDHToqeJPz0jJ568Zk/gZ+ZwCge3R27xsWSFMARgoanXvPbppxEYox5eAigSjYJltenFZNYCRR10iw44BU0Ri57HP7fFzVuAte7bh1iLVfdNA1tcx/dbvE8+2DWaxwm+9Z1tlpAzFtVZV5/vl9tmm1VDz3/MjIk4dqbmKJPKybh/9Sbs7ujFy1t2Y+PedsiKYnsB4QX+QH8Wx580Ew1NWlfs4GAO99+9FpIkIpOWEa9LIjOYQWVjJWYcOw0TF0zAKZefhOxgBsm6OBJ1ccj6PWUEVDbqN2lCHL//yTGYM9PdzUsQhAUJPoI4SLgDNMPRZWh1s6lcN60zvW0WDuOTnsaK3Wefgs34p3CD7P1Eocvhw0cgFgvRYpUb3OLnFKdO8SiqlkUtq2w3yzgYDPT1YlrFZMRFzeq4aXArFNVt+Qq8FPjHX6/6WALNCa279c3uNgzks6668fl4Cxwv6vgyzXzc56ys4JgZExCStGZj074OZPJ5VCei2NrSidaeQXR25tHdkwdjDFu2pPCDG3fivvs6wMAgiiLOPm8hKiu16xONhSGrCiAwNMwah8rGSrRt68CME2dg0bkLkUvnMNiTwvgF4xFORs0XiRV6QOWzT2/Cxz8wHb+56Wg0jouOzpdKEGUECT6COIjwos+w5vFjqSxxY7fUObt6rcabs6I5unGdli0D3hPUSxTyljUANosUs4kDf+tXwYDN3PmWim1OXa5blw8D4zzv0iyARcbg6f9kRUZqYACV1TWYVaGN4xtUUtifbXFWuWQMoWsTxdy/nCJjUkLrLs2qCv65ZR3Wd7Yha3SzFrm6TnHpPJaxdA+mkUorOG7aVDPvf1/eiIcf6sZ9D3bia9e9iS99ZQsefrgTABCJCqiuDqGuPozqmgSYAEghCWdfuAjzFk3A2RcsRD6nIBYLY9ykOiw+eyEaZzQg3ZNCz74eCIKA2SfPwtSlU6GqDHnH7BmVyRDe/44pqEiQ7yFBBIF+KQRxkFm1aAHuW7vecv4U7B68mqjSPwtaF6PhsStAAGOa9y0DA5i+LghQYXmJmtv0v4aQMfdz9eEknLnfyqeLPm6oFP/WqNq8YnUvX49z5o/tPK7CGLz9eM3LYxKJjIcRWncg9zRi0gKExUkQhJDzZLRVR2GCc0MxceSTf6C3DwBQUVWFGempWNf/BgDgqc7nsbzuZIyL1CMihguWPRRUxrC6Yz8ikhVvbvdALyKihP5cBsc0ToQk6N8QL875c9LX8nkV3T0yurvzSKUULF6sWQ1/87u92L07i9aefvSGOiHmYxh3RAU6BgcxkMuiS+hBU2MlJs5NYumsCZg8OQZFVTFhQgRXXNGsWYkVFc3jq7B3TzcikRAWHzUZ3V2aj/XUWeMQjYcQiVXhqIuXoLejH3JORqwqjnAiApWpOH3unBG/dgRxuEGCjyAOAc5bvBAAcP+6DbqS8xB9ggCBGQ20oIk+MDPkiiBoos8QdoIAgIETdVrD7g6NonUZiy5xZwgzuPLxgk1hDJIourYb+Am5gt0LNt3oCK+in7ustkCM9Jpbc2wXBuXnERVnIh46xhJ9BwBVVVFRVQVERAgpS3xtT+1CY+QtjIvUY25yNqKi1fXodK4IbuW0UnakB7G9rxtzaxrwfOtubVsmhZOap2BHfw8mV9RgfLISbe057N6TRl+fjN4+Gb29MqZPi+HkZbXYuTuD7924HQMD1iwasaiIX/9qLgAgGhUxY0YMi2uiaJVV1FZHEU1U4/aX1uGU+dOxZEoT9vf0Y8GkesxsTtostuY5isCsI5qQrIyhZX8vcjkFtfUJNDRXob4haY4TVAUgWZ80ra0q08brEQQxfEjwEcQhhBavTxN9TAAEBsukpZn0AMOq5xB9htjiBRsEZm5nDBDBiTrRyqN153KCzlar4p6Pfp6hLnHJfTa6pw3LYVAPS607VUFa3oBQKAaWDUOQ8lBZD0Q0IqtuhaQ0ISJNc3Vnuu2NhUWXq0rMKWa1HFV1daiqq8PWwe2Q1TxiQhQZlkVnvgu1oRq0Z9tRKSUxPTEVXnj6UDCGbFZFKqUilVZQVRVCZVLCvpYs3nhzAKmUgp3pLmyTuzChogoiNKvu6l3taH+0Gv2hASTPqULz0Uk88VQn/ntPOwAgWSGhqiqEZFICA1BdLeGcs+pRXR1CbU0ItbUhVNeEoegvEe97b7NZn3W7BGxt7UJ1IoZPnHUcAKCtbxCV8Sgaqu1iz5hVwxxvKYponliDxglVUBQVAveS4BxbaMzTu3LeXM/rRRBE6QjM70lNEMRB4/51GwxtZ4oUwegetW1z7zeEkyFWjP2iltgUfbzAEh15jG1WWVxaW7Bkvgy4tguCYBN8TlFns9s59tnywY7COpCSn4AkNKB94BYg0goA2LvxiwhHe6HmJwD543Hi8TUQBGDd+n7IsmaJFESt7GlTY0gmQ2hrz6GzKw8BWjw3QQSqK0Noaooim2XYuSuteejq8Q4ZgAXztO7OtzYNYmAgD0XJI6cK2C5twPimGDaqa7AtvQMAML39ZAi5KBQZWBBdhJWnNWJwUMFv/rAH+byKfJ4hl1ORzam47puzEImIuPHH27F6bT/fC4uPfHAiVq6ox9PPduHXv9uDeFyC0JBCpqEXM+tq8VbjZuxN9QMAzlKOQj6awznzp+K4qePR1ydDVhiqKiVIEh8kW//rGNMJx3ZjS05W8Nbeduzr7kcml4cgAHXJOGZPGIe6ZMI2phTQY0TCcC6yxp+6Ykky1fyrMmAFdeESxIhDFj6COAQxpmO7f90GQLAsePpAPm4bHPsNaxlMix4DZ/mDMbbP3S0rCgLABNtsH0a3K5/Wa/ye90g9LZ9t9o4CFj/m6PLlJ30z8lvdwAoYFAASRDRChSb43ty8E9lMBP29rdi/swUnHl8DAPjtH/aiq0u21e3qL0/HgvlJPPFUF+6+t922b/kptfj4FZPQ0ZnDtd/datsnSQJu+8MiAMCtt+0DlH5cdl4at94RQXpSJ846tQkTJjabgm9T5x5g7wSEoioqYtq4NUEEMlkFkbCIWExEOBxCNCrqXtAMp51ai6OWVCKRkBCPi4gnJDQ3aZ6qJ51Yg5OX1UAQBHRmUnh6/3ZUhCJo7JuGvKpicrIK8VAEA7ksZjRpzhzJSsm8/k4RZ1x7J4wTaMbekChgweRGTG2owUAmh5AkoCoR04YR6BY9I+62Jf5U2zbDCUjVhyeYVj3dU5h3zCAIYuQgCx9BHOIY1j7TagZo4/kc27wse06rn3M/AHO6NbtFzcv6x20T3ftdaXymTXNa8ozxf+a5+aSzTd/GBpGSHwODhMHUBqRza1FRMQ3x8LEABhEVj0REnA9R1K7B4KCCvKxCkS1v6OqqEKIREf39MgYGFW3Mor4vHpdQXxeGnFfR1p7TLZWaUBMEAY0NEQBAb5+M7pZdSPV2YuqCJXgruxFpNoiQGMIjnU9gfLQZ0+NTERUjqA5VYUHlPIhCkeAIzPOjft52xwvGGNZ1tmBjTzuiUgjxUAgpWUZWkTGnehwW1Tdb348jr1f4Gl7kOetgdNHy25zp3QHA7cLOWAeM+IaG97ZW/sr51IVLEKMFCT6CGAPct269JuBg7y41JJCXsAOc3bJ6Wo/uYC9RZ3zUPG399/P53WkMy5zgK/oKdd16lWWQVdYhp64HlCTadrShtrkBkWQWIpJIhE6GJFS5KwqnqHQcsMh4Ra/kW9asQSyRwKTZs9GWbcfGwc2IimFUSBUAgAFlEHlVxtzkHDRExnmUWuAR7LOL36wwFbv6e7CtrxtpRUZckjA1WYOpyRqInJguZtErJOj4z854kKb1DkY3rmXps7ZZYWxUPtQNtKn4yKpHEKMPCT6CGENYY/u8LHzaJ7ews7Z5jd8zRZlgXxe4srwEnZcVELBb/4Zi8RN8BKBVT8NiJSOnbkRe3Y6O/ZsRjiZRN+4IRMQFCIsNfEZ7+fDdhZIEnwDIuRw2/u9/mDRrFmoaGsAYw/5sC/Zk9iGjZgAACTGOifGJaI40OayUxR+9gdLof1WmxQMMiZLmCMPl9xN7nsIOliCz8hj73JY7Pr/bomfUTdUtqMaYPcM5gxwzCOJAQYKPIMYY961db4o4l0MH7F27vDUP0Nad1jyb+NJFXiFR5xRrTiuhVxpnGc6yzfpxFkktjR2vfSpLoW33G8imspg690QIglSwa9ivPK/jFUIQgMG+PuzetAmzlixBKBwx9+XUHAaVQQBAUkoiPIQYfJZYY+54gkXy+KVVPax49mM51hkzx1Ja24z89oDcjFlBuVWVOcQhMwUfjdUjiIMDCT6CGKO4xvYZFj5+m+Oz4eHrPd7P+gxXuRqGYPMdt+chFL3EH99N7EzjLNNPvPGf+zo60LZjO2YceRSkUKiwyPMpLwj25NpKKSFlSsN7MB8vyoIIP2bfYW5TPQScM51qHMcnrWHFU+EQflyXLWBMz2fMusJwJo3VI4gDDgk+ghjDmNY+cFY+H2sfwHWrCoJL7DmtgXx+UVOKBSx0/uKQF5N8Wudn3pXBL42fxS+fzWLX+nUYP3MWkrW1B0TwMQaoigIpVDjYwVAesV4irWg66CLOR+x5CTurm7Vw962Rzlg30lnT0fEWPbvgM0UhWfUI4qBCgo8gygDn2D7tY7G4fXw6t8XPoFD8Pq/0tjGDAS1+hdIAwTx5d65fh0RVFRqmTPUo25+g6ZwVS/X1YvfGjZi+aDGi8XixnEXx8pp14ve49hKIil/aAt237m1G+Y4xeXCPzzPSmbH3mBaSB/pfsuoRxMGF4vARRBlgi9sHTcQYcfsEJnBWHQGANfOGhl0YCLBi9wFGPD5H/D6zO1M/FuzTrhnSSbUkBLcfXH5r6jatDJEr16oTL4Zsgo/7HK+sRLqvr+g4NpdVz6/70wM+Z39XN0LhCELRaCCxNlTMsgPU008QOj1rvfKY3by+glDzCOarYgRUNqx8xrFMj1yVUagVgjhEIMFHEGXEqkULtBAuhmBihngDAMFSUkaLbUsj6GKMmYKRn1/XyGYJQqMIexoeXtwptv3MNY5P2+o9bs2OlYcXjLHKSvR3dCCXySIcjdrK4o/iLDao9c84nvF3oKcbFTU1WnkjKPiKleQUl5Ywc2+1O2xwTiCOPOY2l/ettZ/v2rU0KDPXNQcPPdYeCT2COOQgwUcQZcZ5ixYCMKx9hsDThByzVBs0AQjwM3XoSU2lYHhoeok9xrQuW5WppjAy0zgsd9ZMG/bxfIZY8Lb4+VsC+UIEva7RZCUArau1uqHR/wI5zYdDIDs4CDmXQ0VtrW+a4Vr9gozjs02DZib1suIZaQo5YNjLdKY1hR2YdX8YljxmCUJFVXHWgnmlnSxBEKMOCT6CKFOc3bxMECAYYo9pXbsazs9G96p9mjZ4ij1eLFp5eYEIaCJEFPWuZeZt8TPHEXLnYBvvx+kYw0mFR5QkRJNJpPt6UdnQYEtfyKrHfLYX2pdNpRAKRxBLJgt6y/rh60Xrm96vVhrmeD2vcp1WPPh76GrOFe5uW17o8bH0bNY9puLM+ST0COJQhZw2COIwoVAYF6djh7HHHaqFW/dxAOHTA/7x+8zPXt7BDgcOW2gZzzI0+tvb0LN/PyYtXARRkmznb+s+9v7oXitgCGSqCkF0T5NWqu3QyzLnp++8pKVXt61Xly5fvjZWz16m04rn57BhjM1jIKFHEGMJEnwEcZhx/7oNdm9dwPLu1bcbooUP6AyH6HILOcHMY2wv5P1baJtWvuja5u/Jq63IuSxaN76JuqnTkKipsYuvAN64zjGFXgmVfB6SJHmKvZHAq5vWb8Uu6KwxdU6cljzLESSA4HNY8iyhR563BDGWIMFHEIcpQQI3W9v9LH52Eeha56dZCyD+AJ95ffmKe1n7uLX2zZsQikZQN3WaLZWfta5UC1/Hzh2Qs1k0zxndmHI24VekS9ez+5VLyhwC0csSyAs6cN224MSeEYiZhB5BjD1oDB9BHKbwY/wsCWUJAMHcZKgec6s5Ts/YZDhYaCFb9HVBAFTOQUKwLElOT19jG+9AbHfU4MUfX0dHfQDEaqrR39oKWZYhSdYjzm88nq1swS6mnK/DqiIj1dOD6qZm3xAoQ8GvJN4S587jXVdzDJ6j8GLWPbtl0R4wmenlnkVdtwQxZiHBRxCHOTbhZ6g83bnDFsPPL5wLLAHnFH8il0dzjuUEmrmNr41bCOqfHJ7Aboyk0apq9Le0INPbh3htrZWYyzfUqdBS3d0AY4jX1vp44ZZSrr9g9Bp7VzDsiin2TPucvTxuP2/9c3fd2q18xry35HVLEGMf6tIlCMKGc9YOm3OHx7qfw4eRwGuGDjOro3uXn7oNjn1e6fl0/Mfu7dshCEDttBlWOYJrhF7BspyrjDG0bXoLoVgM9VOncds9Ci2BQj6+XhY+5wg/5pPWLuzsQg6wd+Gaws8xRo+EHkGUD2ThIwjChiuci26/AwBwwZltAfNM2SHoXbpW968x24YAu4DiZ/swrHoKs4I9G13JvMWP32aWY6u9tharqUH/vr3IZzMIRaM+Z8qVZe91NuFXFVkGBBGJunp3V++IvDd7OWJ4W/Kcos8t9uz7+Oq5PHBVu2WPxucRRHlCFj6CIIpS0LMXHg4Wgt3b13S0cDp92DJ5WPpsxjfvPPw+A6aq6N68CbGaGlQ0N5uJRWc9PVf8NgumAOPP13yEBu3N9R+WB5eA80rBizdbDEC7sLPKMASdPY3KWfMYWfMIouwhwUcQRGCcnr2Ao4tXsIsvm4evudHe5VtI/JljCmHXU85QMF75U62tyPZ0o3bWHAhcTD6veID+Wk3bI2cyYKqKcCJRsAu2JDyK8RN6zmPycfScaexBkvV9/Lg8ZuxjFD+PIA4jSPARBDEkXGFduP/4sX/2fW5B6B2exS0C+bAwXkLP6fyh5vPo3boZicYmxOrrXfX36gr2S9S3ayfUXA41M2cN2eGjEIXH6llrZjQVTtxpa7zAcwg/4zMzpkEDziZrHkEcdpDgIwhi2DywboPdeQOwunERXPy5nUMc+fQPzi5cv7SD+/dBHhxA1cxZEM1AyR7OI64PFvnBQfTv2omKiRMRrar2kYaFRKBbuhWKq+car+ccxwe7kOPtf3y3rSECVX2dRB5BHN6Q4CMIYkR5QHf2sFv+vMWer/jT8zhlVKkiUMnlMLB9G6LjGhCvH+eurIdO4zcxxtC/YzsgCKicOn3I1r1ij1m/cXi2zlzmFHpWCr/QKiTyCIIwIMFHEMSo4efsYX7WP9j3u8Wbla24CHSuZdpbke/rQ3LaDIihkCOPOy+/K9vdjXRbC5JTpiEUj/ue51DG9TmnO+MKM1H5gXiwwqtYZfDWPa3L9uwF80uuC0EQ5Q8JPoIgDgjO+H76R+OTY5u344cTv318uUxRkNq5HWIsjtj4CY75gYtUWlEgDw4iXFVdJGFxbELNOwU8hvIVEXhkxSMIIhgk+AiCOCh4CkB93fwMtwC00vmIQI8P8kA/ci37EWloRKSmxi+HCVNVMEWGGI74pODSlmjdU13JeUHn2Mp10RrbSOARBDEUSPARBHHI8MC6Da5xcv7j+Qr42XpY/vLtbZD7ehGdMBFSIuGXE0xVkd2/DyyfQ3wI4/Z8BaDDeuc3bs/upEFdtARBjAwk+AiCOGTxsgLqq/Acdyfwf+yWQsYY8i37oWbSCDc2QUom4bQRMllGrrUFajaDyPgJkOK8MCxMMUuf80nr9L5ljOGchSTuCIIYHUjwEQQx5jCcQQCHw4fjg9M2x1QVcnsbWGoQYkUSUlU1hIjWbatmM5DbWgFBQLipGWLM7qQhwG/snRvnY9XytNVkIQk7giAONCT4CIIoSx5Yr4eHcXbZMgYMDEDp6QIURdsYCkFqaIQ60A+ptk6fmSNAV66PsCNBRxDEoQYJPoIgDksYY+jt7UUqlUIoFEJjY+PBrhJBEMSoQYKPIAiCIAiizBGLJyEIgiAIgiDGMiT4CIIgCIIgyhwSfARBEARBEGUOCT6CIAiCIIgyhwQfQRAEQRBEmUOCjyAIgiAIoswhwUcQBEEQBFHmkOAjCIIgCIIoc0jwEQRBEARBlDkk+AiCIAiCIMocEnwEQRAEQRBlDgk+giAIgiCIMocEH0EQBEEQRJlDgo8gCIIgCKLMIcFHEARBEARR5pDgIwiCIAiCKHNI8BEEQRAEQZQ5JPgIgiAIgiDKHBJ8BEEQBEEQZQ4JPoIgCIIgiDKHBB9BEARBEESZQ4KPIAiCIAiizCHBRxAEQRAEUeaQ4CMIgiAIgihzSPARBEEQBEGUOST4CIIgCIIgyhwSfARBEARBEGUOCT6CIAiCIIgyhwQfQRAEQRBEmUOCjyAIgiAIoswhwUcQBEEQBFHmkOAjCIIgCIIoc0jwEQRBEARBlDkk+AiCIAiCIMocEnwEQRAEQRBlDgk+giAIgiCIMocEH0EQBEEQRJlDgo8gCIIgCKLMIcFHEARBEARR5pDgIwiCIAiCKHNI8BEEQRAEQZQ5JPgIgiAIgiDKHBJ8BEEQBEEQZQ4JPoIgCIIgiDKHBB9BEARBEESZQ4KPIAiCIAiizCHBRxAEQRAEUeaQ4CMIgiAIgihzSPARBEEQBEGUOST4CIIgCIIgyhwSfARBEARBEGUOCT6CIAiCIIgyhwQfQRAEQRBEmUOCjyAIgiAIoswhwUcQBEEQBFHmkOAjCIIgCIIoc0jwEQRBEARBlDkk+AiCIAiCIMocEnwEQRAEQRBlDgk+giAIgiCIMocEH0EQBEEQRJlDgo8gCIIgCKLMIcFHEARBEARR5pDgIwiCIAiCKHNI8BEEQRAEQZQ5JPgIgiAIgiDKHBJ8BEEQBEEQZQ4JPoIgCIIgiDKHBB9BEARBEESZQ4KPIAiCIAiizCHBRxAEQRAEUeaQ4CMIgiAIgihzSPARBEEQBEGUOST4CIIgCIIgyhwSfARBEARBEGUOCT6CIAiCIIgyhwQfQRAEQRBEmUOCjyAIgiAIoswhwUcQBEEQBFHmkOAjCIIgCIIoc0jwEQRBEARBlDkk+AiCIAiCIMocEnwEQRAEQRBlDgk+giAIgiCIMocEH0EQBEEQRJlDgo8gCIIgCKLMIcFHEARBEARR5pDgIwiCIAiCKHNI8BEEQRAEQZQ5JPgIgiAIgiDKHBJ8BEEQBEEQZQ4JPoIgCIIgiDKHBB9BEARBEESZQ4KPIAiCIAiizCHBRxAEQRAEUeaQ4CMIgiAIgihzSPARBEEQBEGUOST4CIIgCIIgyhwSfARBEARBEGUOCT6CIAiCIIgyhwQfQRAEQRBEmUOCjyAIgiAIoswhwUcQBEEQBFHmkOAjCIIgCIIoc0jwEQRBEARBlDkk+AiCIAiCIMocEnwEQRAEQRBlDgk+giAIgiCIMocEH0EQBEEQRJlDgo8gCIIgCKLMIcFHEARBEARR5pDgIwiCIAiCKHNI8BEEQRAEQZQ5JPgIgiAIgiDKHBJ8BEEQBEEQZQ4JPoIgCIIgiDKHBB9BEARBEESZQ4KPIAiCIAiizCHBRxAEQRAEUeaQ4CMIgiAIgihzSPARBEEQBEGUOST4CIIgCIIgyhwSfARBEARBEGUOCT6CIAiCIIgyhwQfQRAEQRBEmUOCjyAIgiAIoswhwUcQBEEQBFHmkOAjCIIgCIIoc0jwEQRBEARBlDkk+AiCIAiCIMocEnwEQRAEQRBlDgk+giAIgiCIMocEH0EQBEEQRJlDgo8gCIIgCKLMIcFHEARBEARR5pDgIwiCIAiCKHNI8BEEQRAEQZQ5JPgIgiAIgiDKHBJ8BEEQBEEQZQ4JPoIgCIIgiDKHBB9BEARBEESZQ4KPIAiCIAiizCHBRxAEQRAEUeaQ4CMIgiAIgihzSPARBEEQBEGUOST4CIIgCIIgyhwSfARBEARBEGUOCT6CIAiCIIgyhwQfQRAEQRBEmUOCjyAIgiAIoswhwUcQBEEQBFHmkOAjCIIgCIIoc0jwEQRBEARBlDkk+AiCIAiCIMocEnwEQRAEQRBlDgk+giAIgiCIMocEH0EQBEEQRJlDgo8gCIIgCKLMIcFHEARBEARR5pDgIwiCIAiCKHNI8BEEQRAEQZQ5JPgIgiAIgiDKHBJ8BEEQBEEQZQ4JPoIgCIIgiDLn/wOcIoXac7AYQQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import LightSource, Normalize, LinearSegmentedColormap\n",
    "# Draw the arrow with new classes\n",
    "from mpl_toolkits.mplot3d.art3d import Line3DCollection\n",
    "from mpl_toolkits.mplot3d import proj3d\n",
    "import matplotlib.patches as mpatches\n",
    "from matplotlib.patches import FancyArrowPatch\n",
    "\n",
    "def truncate_colormap(cmap, minval=0.0, maxval=1.0, n=-1):\n",
    "    if n == -1:\n",
    "        n = cmap.N\n",
    "    new_cmap = mcolors.LinearSegmentedColormap.from_list(\n",
    "         'trunc({name},{a:.2f},{b:.2f})'.format(name=cmap.name, a=minval, b=maxval),\n",
    "         cmap(np.linspace(minval, maxval, n)))\n",
    "    return new_cmap\n",
    "\n",
    "\n",
    "\n",
    "class Arrow3D(FancyArrowPatch):\n",
    "    def __init__(self, xs, ys, zs, *args, **kwargs):\n",
    "        super().__init__((0,0), (0,0), *args, **kwargs)\n",
    "        self._verts3d = xs, ys, zs\n",
    "\n",
    "    def do_3d_projection(self, renderer=None):\n",
    "        xs3d, ys3d, zs3d = self._verts3d\n",
    "        xs, ys, zs = proj3d.proj_transform(xs3d, ys3d, zs3d, self.axes.M)\n",
    "        self.set_positions((xs[0],ys[0]),(xs[1],ys[1]))\n",
    "\n",
    "        return np.min(zs)\n",
    "\n",
    "# Sphere parameters\n",
    "radius = 1\n",
    "\n",
    "# Create the sphere\n",
    "u = np.linspace(0, 2 * np.pi, 1001)\n",
    "v = np.linspace(0, np.pi, 1001)\n",
    "u, v = np.meshgrid(u, v)\n",
    "x = radius * np.cos(u) * np.sin(v)\n",
    "y = radius * np.sin(u) * np.sin(v)\n",
    "z = radius * np.cos(v)\n",
    "\n",
    "# Compute the normal vectors for the surface\n",
    "# Calculate gradients\n",
    "du = np.gradient(x)[0], np.gradient(y)[0], np.gradient(z)[0]\n",
    "dv = np.gradient(x)[1], np.gradient(y)[1], np.gradient(z)[1]\n",
    "\n",
    "# Cross product to get normals\n",
    "normals = np.cross(du, dv, axisa=0, axisb=0)\n",
    "normals_magnitude = np.linalg.norm(normals, axis=2)\n",
    "normals_unit = np.nan_to_num(normals / normals_magnitude[:, :, np.newaxis])\n",
    "\n",
    "# Parameters for the first equator (xy-plane)\n",
    "theta = np.linspace(0, 2 * np.pi, 200)\n",
    "phi = np.pi / 2  # Equator latitude\n",
    "\n",
    "# Coordinates of the first equator (xy-plane)\n",
    "x_eq = radius * np.cos(theta) * np.sin(phi)\n",
    "y_eq = radius * np.sin(theta) * np.sin(phi)\n",
    "z_eq = radius * np.cos(phi) * np.ones_like(theta)  # z_eq = 0\n",
    "\n",
    "# Parameters for the second equator (xz-plane)\n",
    "theta2 = np.linspace(0, 2 * np.pi, 200)\n",
    "\n",
    "# Coordinates of the second equator (xz-plane)\n",
    "x_eq2 = radius * np.cos(theta2)\n",
    "y_eq2 = np.zeros_like(theta2)\n",
    "z_eq2 = radius * np.sin(theta2)\n",
    "\n",
    "# Viewing angles\n",
    "elev = 7  # degrees\n",
    "azim = 10  # degrees\n",
    "\n",
    "# Convert angles to radians\n",
    "elev_rad = np.deg2rad(elev)\n",
    "azim_rad = np.deg2rad(azim)\n",
    "\n",
    "# Viewing direction vector\n",
    "view_vector = np.array([\n",
    "    np.cos(azim_rad) * np.cos(elev_rad),\n",
    "    np.sin(azim_rad) * np.cos(elev_rad),\n",
    "    np.sin(elev_rad)\n",
    "])\n",
    "\n",
    "# Position vectors of first equator points\n",
    "pos_vectors = np.vstack((x_eq, y_eq, z_eq)).T  # Shape: (N, 3)\n",
    "\n",
    "# Compute dot products for first equator\n",
    "dot_products = np.dot(pos_vectors, view_vector)\n",
    "\n",
    "# Determine front and back segments for first equator\n",
    "front_indices = dot_products >= 0\n",
    "\n",
    "# Find change points for first equator\n",
    "change_points = np.where(np.diff(front_indices.astype(int)) != 0)[0]\n",
    "\n",
    "# Split the first equator into continuous segments\n",
    "segments = []\n",
    "start_idx = 0\n",
    "for idx in change_points:\n",
    "    segments.append((front_indices[start_idx], slice(start_idx, idx + 1)))\n",
    "    start_idx = idx + 1\n",
    "segments.append((front_indices[start_idx], slice(start_idx, len(theta))))\n",
    "\n",
    "# Position vectors of second equator points\n",
    "pos_vectors2 = np.vstack((x_eq2, y_eq2, z_eq2)).T  # Shape: (N, 3)\n",
    "\n",
    "# Compute dot products for second equator\n",
    "dot_products2 = np.dot(pos_vectors2, view_vector)\n",
    "\n",
    "# Determine front and back segments for second equator\n",
    "front_indices2 = dot_products2 >= 0\n",
    "\n",
    "# Find change points for second equator\n",
    "change_points2 = np.where(np.diff(front_indices2.astype(int)) != 0)[0]\n",
    "\n",
    "# Split the second equator into continuous segments\n",
    "segments2 = []\n",
    "start_idx = 0\n",
    "for idx in change_points2:\n",
    "    segments2.append((front_indices2[start_idx], slice(start_idx, idx + 1)))\n",
    "    start_idx = idx + 1\n",
    "segments2.append((front_indices2[start_idx], slice(start_idx, len(theta2))))\n",
    "\n",
    "# Create the plot\n",
    "fig = plt.figure(figsize=(8, 8))\n",
    "ax = fig.add_subplot(111, projection='3d', computed_zorder=False)\n",
    "ax.force_zorder = True\n",
    "\n",
    "# # Create a custom colormap from light gray to white\n",
    "# colors = [(0.9, 0.9, 0.9), (0.95, 0.95, 0.95)]  # Very light gray to white\n",
    "# cmap_name = 'light_gray_to_white'\n",
    "# custom_cmap = LinearSegmentedColormap.from_list(cmap_name, colors)\n",
    "\n",
    "# Normalize z values to range from 0 to 1\n",
    "norm = Normalize(vmin=z.min(), vmax=z.max())\n",
    "z_norm = norm(z)\n",
    "\n",
    "# Create a LightSource object\n",
    "light = LightSource(azdeg=70, altdeg=10)\n",
    "\n",
    "def sigmoid(x):\n",
    "  return 1/(1+np.exp(-12*(x-0.75)))\n",
    "\n",
    "# Compute illumination intensities\n",
    "illumination = light.shade_normals(normals_unit)\n",
    "illumination = sigmoid(illumination)\n",
    "\n",
    "# Use a base color for the sphere, e.g., white\n",
    "base_color = np.array([1, 1, 1])  # RGB for white\n",
    "ambient_color = np.array([178/255, 208/255, 210/255])\n",
    "\n",
    "# Compute the facecolors by applying the illumination to the base color\n",
    "facecolors = base_color * illumination[:, :, np.newaxis] + (1 - illumination[:, :, np.newaxis]) * ambient_color\n",
    "\n",
    "# Compute illuminated colors based on the normalized z-values\n",
    "# illuminated_surface = ls.shade(z_norm, cmap=custom_cmap, blend_mode='overlay', vert_exag=1.5)\n",
    "\n",
    "# Plot the sphere surface with shading\n",
    "ax.plot_surface(\n",
    "    x, y, z,\n",
    "    facecolors=facecolors,\n",
    "    linewidth=0,\n",
    "    alpha = 1,\n",
    "    cstride = 5,\n",
    "    rstride = 5,\n",
    "    edgecolor='none',\n",
    "    antialiased=False,\n",
    "    shade=False,  # Important: Set shade to False when using custom facecolors\n",
    "    zorder=1\n",
    ")\n",
    "\n",
    "# Plot the x axis\n",
    "cmap = truncate_colormap(matplotlib.colormaps.get_cmap(\"viridis\").reversed(), 0.1, 1.0 )\n",
    "color_line = cmap(0)\n",
    "# color_line = [0.55, 0.55, 0.55]\n",
    "color_guide = [0.85, 0.85, 0.85]\n",
    "x_seg = np.linspace(0, 1, 101)\n",
    "y_seg = np.zeros_like(x_seg)\n",
    "z_seg = np.zeros_like(x_seg)\n",
    "ax.plot(\n",
    "    x_seg, y_seg, z_seg,\n",
    "    color=color_line,\n",
    "    linewidth=2,\n",
    "    linestyle='--',\n",
    "    zorder=2\n",
    ")\n",
    "\n",
    "length = 2\n",
    "start = np.array([x_seg[-5], y_seg[-5], z_seg[-5]])\n",
    "end = np.array([x_seg[-1], y_seg[-1], z_seg[-1]])\n",
    "arrow = Arrow3D([start[0], end[0]],\n",
    "                [start[1], end[1]],\n",
    "                [start[2], end[2]],\n",
    "                mutation_scale=20,\n",
    "                lw=1,\n",
    "                linestyle='--',\n",
    "                arrowstyle=\"-|>\",\n",
    "                color=color_line)\n",
    "ax.add_artist(arrow)\n",
    "\n",
    "# Plot the line\n",
    "theta = np.pi/4\n",
    "x_seg = np.linspace(0, np.cos(theta), 101)\n",
    "y_seg = np.zeros_like(x_seg)\n",
    "z_seg = np.linspace(0, np.sin(theta), 101)\n",
    "ax.plot(\n",
    "    x_seg, y_seg, z_seg,\n",
    "    color=color_line,\n",
    "    linewidth=2,\n",
    "    linestyle='--',\n",
    "    zorder=2\n",
    ")\n",
    "\n",
    "length = 2\n",
    "start = np.array([x_seg[-5], y_seg[-5], z_seg[-5]])\n",
    "end = np.array([x_seg[-1], y_seg[-1], z_seg[-1]])\n",
    "arrow = Arrow3D([start[0], end[0]],\n",
    "                [start[1], end[1]],\n",
    "                [start[2], end[2]],\n",
    "                mutation_scale=20,\n",
    "                lw=1,\n",
    "                linestyle='--',\n",
    "                arrowstyle=\"-|>\",\n",
    "                color=color_line)\n",
    "ax.add_artist(arrow)\n",
    "\n",
    "# Parameters for the circular sector\n",
    "angle = np.linspace(0, theta, 100)\n",
    "\n",
    "# X and Y coordinates of the circular arc\n",
    "x = radius * np.cos(angle)\n",
    "y = np.zeros_like(angle)\n",
    "z = radius * np.sin(angle)\n",
    "\n",
    "# Plot the circular sector\n",
    "ax.plot_surface(np.vstack([np.zeros_like(x), x]), np.vstack([np.zeros_like(y), y]),\n",
    "                np.vstack([np.zeros_like(z), z]), color='lightblue', alpha=0.2)\n",
    "\n",
    "\n",
    "# Plot the line\n",
    "color_line = cmap(0.3)\n",
    "# color_line = [0.55, 0.55, 0.55]\n",
    "theta = np.pi/4\n",
    "phi = -np.pi/6*1.2\n",
    "x_seg = np.linspace(0, np.cos(theta)*np.cos(phi), 101)\n",
    "y_seg = np.linspace(0, np.cos(theta)*np.sin(phi), 101)\n",
    "z_seg = np.linspace(0, np.sin(theta), 101)\n",
    "ax.plot(\n",
    "    x_seg, y_seg, z_seg,\n",
    "    color=color_line,\n",
    "    linewidth=2,\n",
    "    linestyle='--',\n",
    "    zorder=2\n",
    ")\n",
    "\n",
    "length = 2\n",
    "start = np.array([x_seg[-5], y_seg[-5], z_seg[-5]])\n",
    "end = np.array([x_seg[-1], y_seg[-1], z_seg[-1]])\n",
    "arrow = Arrow3D([start[0], end[0]],\n",
    "                [start[1], end[1]],\n",
    "                [start[2], end[2]],\n",
    "                mutation_scale=20,\n",
    "                lw=1,\n",
    "                linestyle='--',\n",
    "                arrowstyle=\"-|>\",\n",
    "                color=color_line)\n",
    "ax.add_artist(arrow)\n",
    "\n",
    "# Project the line to the equator\n",
    "# x_seg = np.linspace(0, np.cos(phi), 101)\n",
    "# y_seg = np.linspace(0, np.sin(phi), 101)\n",
    "\n",
    "x_seg = np.linspace(0, np.cos(phi), 101)\n",
    "y_seg = np.linspace(0, np.sin(phi), 101)\n",
    "z_seg = np.linspace(0, 0, 101)\n",
    "ax.plot(\n",
    "    x_seg, y_seg, z_seg,\n",
    "    color=color_guide,\n",
    "    linewidth=2,\n",
    "    linestyle='--',\n",
    "    zorder=2\n",
    ")\n",
    "\n",
    "# Project the line to the equator\n",
    "x_seg = np.linspace(np.cos(theta)*np.cos(phi), np.cos(theta)*np.cos(phi), 101)\n",
    "y_seg = np.linspace(np.cos(theta)*np.sin(phi), np.cos(theta)*np.sin(phi), 101)\n",
    "z_seg = np.linspace(0, np.sin(theta), 101)\n",
    "ax.plot(\n",
    "    x_seg, y_seg, z_seg,\n",
    "    color=color_guide,\n",
    "    linewidth=2,\n",
    "    linestyle='--',\n",
    "    zorder=2\n",
    ")\n",
    "\n",
    "# Parameters for the circular sector\n",
    "angle = np.linspace(0, phi, 100)\n",
    "\n",
    "# X and Y coordinates of the circular arc\n",
    "x = np.cos(theta) * np.cos(angle)\n",
    "y = np.cos(theta) * np.sin(angle)\n",
    "z = np.zeros_like(angle)\n",
    "\n",
    "# Plot the circular sector\n",
    "ax.plot_surface(np.vstack([np.zeros_like(x), x]), np.vstack([np.zeros_like(y), y]),\n",
    "                np.vstack([np.zeros_like(z), z]), color='gray', alpha=0.3)\n",
    "\n",
    "# Plot the angle indicator\n",
    "radius_i = 0.4\n",
    "color_ind = [0.2, 0.2, 0.2]\n",
    "theta_list = np.linspace(0, theta, 101)\n",
    "x_seg = radius_i * np.cos(theta_list)\n",
    "y_seg = np.zeros_like(theta_list)\n",
    "z_seg = radius_i * np.sin(theta_list)\n",
    "ax.plot(\n",
    "    x_seg, y_seg, z_seg,\n",
    "    color=color_ind,\n",
    "    linewidth=2,\n",
    "    linestyle='-',\n",
    "    zorder=3\n",
    ")\n",
    "\n",
    "# Plot the angle indicator\n",
    "radius_i = np.cos(theta)\n",
    "phi_list = np.linspace(0, phi, 101)\n",
    "x_seg = radius_i * np.cos(phi_list)\n",
    "y_seg = radius_i * np.sin(phi_list)\n",
    "z_seg = np.zeros_like(phi_list)\n",
    "ax.plot(\n",
    "    x_seg, y_seg, z_seg,\n",
    "    color=color_ind,\n",
    "    linewidth=2,\n",
    "    linestyle='-',\n",
    "    zorder=3\n",
    ")\n",
    "\n",
    "\n",
    "# Plot first equator segments with appropriate styles\n",
    "color_equator = [0.7, 0.7, 0.7]\n",
    "\n",
    "for is_front, segment_slice in segments:\n",
    "    x_seg = x_eq[segment_slice]\n",
    "    y_seg = y_eq[segment_slice]\n",
    "    z_seg = z_eq[segment_slice]\n",
    "    if is_front:\n",
    "        # Front segment: solid line\n",
    "        ax.plot(\n",
    "            x_seg, y_seg, z_seg,\n",
    "            color=color_equator,\n",
    "            linewidth=1,\n",
    "            linestyle='-',\n",
    "            zorder=2\n",
    "        )\n",
    "    else:\n",
    "        # Back segment: dashed line\n",
    "        ax.plot(\n",
    "            x_seg, y_seg, z_seg,\n",
    "            color=color_equator,\n",
    "            linewidth=1,\n",
    "            linestyle='--',\n",
    "            zorder=2\n",
    "        )\n",
    "\n",
    "# Plot second equator segments with appropriate styles\n",
    "for is_front, segment_slice in segments2:\n",
    "    x_seg = x_eq2[segment_slice]\n",
    "    y_seg = y_eq2[segment_slice]\n",
    "    z_seg = z_eq2[segment_slice]\n",
    "    if is_front:\n",
    "        # Front segment: solid line\n",
    "        ax.plot(\n",
    "            x_seg, y_seg, z_seg,\n",
    "            color=color_equator,    # Choose any color you like\n",
    "            linewidth=1,\n",
    "            linestyle='-',\n",
    "            zorder=2\n",
    "        )\n",
    "    else:\n",
    "        # Back segment: dashed line\n",
    "        ax.plot(\n",
    "            x_seg, y_seg, z_seg,\n",
    "            color=color_equator,\n",
    "            linewidth=1,\n",
    "            linestyle='--',\n",
    "            zorder=2\n",
    "        )\n",
    "\n",
    "# Plot the data\n",
    "time = expr_MF_y.time\n",
    "theta = np.linspace(-1/2, 1/2, 7)*np.pi/2\n",
    "phi = np.arctan(expr_MF_y.contrast/expr_MF_x.contrast)\n",
    "phi_err = 1/(1+(expr_MF_y.contrast/expr_MF_x.contrast)**2)*np.abs((expr_MF_y.contrast/expr_MF_x.contrast)) * np.sqrt((expr_MF_x.contrast_err/expr_MF_x.contrast)**2 + (expr_MF_y.contrast_err/expr_MF_y.contrast)**2)\n",
    "\n",
    "# Each individual rotation angle theta\n",
    "# cmap = truncate_colormap(matplotlib.colormaps.get_cmap(\"YlGnBu\"), 0.0, 1.0 )\n",
    "\n",
    "# colors = ['orange', 'dodgerblue', 'navy']\n",
    "# cmap = LinearSegmentedColormap.from_list('YGB', colors, N=256)\n",
    "\n",
    "# for i in np.array([0, 3, 6, 9, 12, 15]):\n",
    "for i in np.array([0, 4, 8, 12, 16, 20]):\n",
    "  x_data = radius * np.cos(theta) * np.cos(phi[:, i])\n",
    "  y_data = radius * np.cos(theta) * np.sin(phi[:, i])\n",
    "  z_data = radius * np.sin(theta) * np.ones_like(phi[:, i])\n",
    "  # ax.plot(x, y, z, color = cmap(i/6), linestyle='-', markersize = 8, zorder = 4)\n",
    "  ax.plot(x_data, y_data, z_data, color = cmap(i/21), linestyle='-', linewidth = 2, alpha = 1, zorder = 3)\n",
    "  ax.scatter(x_data, y_data, z_data, color = cmap(i/21), s = 25, zorder = 3)\n",
    "\n",
    "\n",
    "cmap = matplotlib.colormaps.get_cmap(\"coolwarm\")\n",
    "length = [1.8, 1, 0.85, 0, 0.9, 1.5, 5]\n",
    "for i in range(7):\n",
    "  x_data = radius * np.cos(theta[i]) * np.cos(phi[i, :])\n",
    "  y_data = radius * np.cos(theta[i]) * np.sin(phi[i, :])\n",
    "  z_data = radius * np.sin(theta[i]) * np.ones_like(phi[i, :])\n",
    "  ax.plot(x_data[:15], y_data[:15], z_data[:15], color = cmap(i/6), ls='--', linewidth = 1, zorder = 1.8, alpha = 1)\n",
    "\n",
    "\n",
    "  # Compute the tangent direction at the end point\n",
    "  if theta[i] > 0:\n",
    "    dx = -radius * np.cos(theta[i]) * (np.cos(phi[i, -1] + 0.001) - np.cos(phi[i, -1]))/0.01*2\n",
    "    dy = -radius * np.cos(theta[i]) * (np.sin(phi[i, -1] + 0.001) - np.sin(phi[i, -1]))/0.01*2\n",
    "\n",
    "  elif theta[i] < 0:\n",
    "    dx = radius * np.cos(theta[i]) * (np.cos(phi[i, -1] + 0.001) - np.cos(phi[i, -1]))/0.01*2\n",
    "    dy = radius * np.cos(theta[i]) * (np.sin(phi[i, -1] + 0.001) - np.sin(phi[i, -1]))/0.01*2\n",
    "\n",
    "  # Create an arrow using Arrow3D\n",
    "  if theta[i] != 0:\n",
    "    start = np.array([x_data[20], y_data[20], z_data[20]])\n",
    "    end = np.array([x_data[20] + dx*length[i], y_data[20] + dy*length[i], z_data[20]])\n",
    "    arrow = Arrow3D([start[0], end[0]],\n",
    "                    [start[1], end[1]],\n",
    "                    [start[2], end[2]],\n",
    "                    mutation_scale=15,\n",
    "                    lw=1,\n",
    "                    linestyle='--',\n",
    "                    arrowstyle=\"-|>\",\n",
    "                    color=cmap(i/6))\n",
    "    ax.add_artist(arrow)\n",
    "\n",
    "# Customize the plot\n",
    "ax.set_box_aspect([1, 1, 1])  # Equal aspect ratio\n",
    "ax.axis('off')  # Hide the axes\n",
    "ax.view_init(elev=elev, azim=azim)  # Set viewing angle\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "580b13ff-eeff-482d-89cb-25efad7f632d",
   "metadata": {},
   "source": [
    "## 1d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "12edbdb4-70f7-4799-94aa-cb016d0a12a1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '$\\\\varphi_p(\\\\pi)$')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_MF_time, ax_MF_time = plt.subplots(figsize = (5, 4))\n",
    "\n",
    "cmap = matplotlib.colormaps.get_cmap(\"coolwarm\")\n",
    "\n",
    "\n",
    "time = np.array(data_summary['time'])\n",
    "N =  data_summary['params']['N']\n",
    "eta = data_summary['params']['eta']\n",
    "NDataSet = 7\n",
    "\n",
    "# Plot experiment data\n",
    "Sx_list = np.array(data_summary['S'])/N\n",
    "corr_list = np.array(data_summary['corr'])\n",
    "S_ave = np.mean(Sx_list, axis = 0)\n",
    "corr_ave = np.mean(corr_list, axis = 0)\n",
    "for i_data in range(NDataSet):\n",
    "    ax_MF_time.plot(time, -np.arctan(S_ave[i_data, :, 1]/S_ave[i_data, :, 0])/np.pi, color = cmap(i_data/(NDataSet-1)), linewidth=2)\n",
    "\n",
    "# Plot experiment data\n",
    "time = expr_MF_y.time\n",
    "theta = np.linspace(-1, 1, 7)*np.pi/2\n",
    "phi = np.arctan(expr_MF_y.contrast/expr_MF_x.contrast)\n",
    "phi_err = 2/(1+(expr_MF_y.contrast/expr_MF_x.contrast)**2)*np.abs((expr_MF_y.contrast/expr_MF_x.contrast)) * np.sqrt((expr_MF_x.contrast_err/expr_MF_x.contrast)**2 + (expr_MF_y.contrast_err/expr_MF_y.contrast)**2)\n",
    "for i in np.arange(7):\n",
    "  ax_MF_time.errorbar(time, -phi[i, :]/np.pi, phi_err[i, :]/np.pi, fmt = \"o\", color = cmap(i/6))\n",
    "\n",
    "# Add color bar\n",
    "sm =  ScalarMappable(norm=plt.Normalize(0, 1), cmap=cmap)\n",
    "sm.set_array([])\n",
    "cbar = fig_MF_time.colorbar(sm, ax=ax_MF_time, ticks=[0, 0.5, 1])\n",
    "cbar.ax.set_yticklabels(['$-\\pi/2$', '$0$', '$\\pi/2$'])\n",
    "cbar.ax.set_title(r\"$\\varphi_o$\", fontsize = 28, pad= 10)\n",
    "\n",
    "# Label\n",
    "ax_MF_time.set_xlim([-1, 16.5])\n",
    "ax_MF_time.set_ylim([-0.43, 0.43])\n",
    "ax_MF_time.set_xlabel(r\"$t\\ (\\mu\\mathrm{s})$\", fontsize = 24, labelpad=-2)\n",
    "ax_MF_time.set_ylabel(r\"$\\varphi_p(\\pi)$\", fontsize = 24, labelpad=-15)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "002051ac-76b1-4c67-9f9c-dc05eec7c43c",
   "metadata": {},
   "source": [
    "# Figure 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a39ccfb0-1a6c-43ef-add1-c679dfedebe7",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def extract_antisqueezing(yy,yz,zz):\n",
    "    return (yy+zz)/2+(((yy-zz)/2)**2+yz**2)**0.5\n",
    "def extract_squeezing(yy,yz,zz):\n",
    "    return (yy+zz)/2-(((yy-zz)/2)**2+yz**2)**0.5\n",
    "def extract_phi(yy,yz,zz):\n",
    "    return 0.5*np.arctan(2*yz/(zz-yy))\n",
    "\n",
    "def measure(state): # Calculate the expectation value of the state\n",
    "    yy = state.conjugate().dot(Sy.dot(Sy.dot(state))).real\n",
    "    yz = state.conjugate().dot(Sy.dot(Sz.dot(state))).real\n",
    "    zz = state.conjugate().dot(Sz.dot(Sz.dot(state))).real\n",
    "    x = state.conjugate().dot(Sx.dot(state))\n",
    "    return [yy, yz, zz, x]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f631e123-91a2-40e6-b908-55be54417a13",
   "metadata": {},
   "source": [
    "## 2c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "9ca89cfa-672b-4f63-8f67-313e31585cb4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\41578\\AppData\\Local\\Temp\\ipykernel_25284\\3226993113.py:67: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  obs_log[i_psi, :, i_t + 1] = measure(psi)\n",
      "C:\\Users\\41578\\AppData\\Local\\Temp\\ipykernel_25284\\3226993113.py:64: ComplexWarning: Casting complex values to real discards the imaginary part\n",
      "  obs_log[i_psi, :, 0] = measure(psi)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(0.0, 6.0)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 80 # number of spins\n",
    "\n",
    "# Spin operator definition\n",
    "Sz = np.diag(np.arange(-N/2.,N/2.+1))\n",
    "temp = np.arange(1,N+1)\n",
    "shift = ((N-temp+1)*temp)**0.5/2\n",
    "Sp = np.diag(shift,1)\n",
    "Sm = np.diag(shift,-1)\n",
    "Sx = (Sp+Sm)\n",
    "Sy = (Sp-Sm)/1j\n",
    "\n",
    "# Define the Hamiltonian\n",
    "H = (Sz@Sz)/N # Hamiltonian\n",
    "\n",
    "# Evolve for a given time\n",
    "t_evolve = (2*np.pi)*0.12\n",
    "U = scipy.linalg.expm(-t_evolve*H*1j)\n",
    "dt = (2*np.pi)*0.01\n",
    "dU = scipy.linalg.expm(-dt*H*1j)\n",
    "\n",
    "# Define the initial state\n",
    "psi0 = np.array([scipy.special.binom(N, i) for i in range(N+1)])\n",
    "psi0 = (psi0/np.sum(psi0))**0.5 # N+1 dimension array, the amplitude of the spin in the Sz = i subspace\n",
    "\n",
    "# Initial evolution of psi0\n",
    "psi1 = U @ psi0\n",
    "[yy, yz, zz, x] = measure(psi1)\n",
    "phi = extract_phi(yy, yz, zz)\n",
    "\n",
    "# Rotate the state\n",
    "psi2 = scipy.linalg.expm(1j*phi*Sx) @ psi1\n",
    "psi3 = scipy.linalg.expm(1j*(phi + np.pi/2)*Sx) @ psi1\n",
    "\n",
    "# Initial evolution of psi0\n",
    "psi4 = U @ psi1\n",
    "[yy, yz, zz, x] = measure(psi4)\n",
    "phi = extract_phi(yy, yz, zz)\n",
    "\n",
    "# Rotate the state\n",
    "psi5 = scipy.linalg.expm(1j*phi*Sx) @ psi4\n",
    "psi6 = scipy.linalg.expm(1j*(phi + np.pi/2)*Sx) @ psi4\n",
    "\n",
    "psi_list = [psi0, psi2, psi3, psi5, psi6]\n",
    "\n",
    "# Calculate the min and max var for each input\n",
    "min_var = np.zeros(len(psi_list))\n",
    "max_var = np.zeros(len(psi_list))\n",
    "for (i_psi, psi_ini) in enumerate(psi_list):\n",
    "    [yy, yz, zz, x] = measure(psi_ini)\n",
    "    min_var[i_psi] = extract_squeezing(yy, yz, zz)\n",
    "    max_var[i_psi] = extract_antisqueezing(yy, yz, zz)\n",
    "\n",
    "\n",
    "# Define the general variable for simulation\n",
    "N_step = 150\n",
    "time = np.arange(0, N_step+1)*dt\n",
    "\n",
    "# Calcualte the evolution of psi0\n",
    "obs_log = np.zeros((5, 4, N_step + 1))\n",
    "for (i_psi, psi_ini) in enumerate(psi_list):\n",
    "    psi = psi_ini\n",
    "    obs_log[i_psi, :, 0] = measure(psi)\n",
    "    for i_t in range(N_step):\n",
    "        psi = dU @ psi\n",
    "        obs_log[i_psi, :, i_t + 1] = measure(psi)\n",
    "\n",
    "# Plot the result\n",
    "fig, ax = plt.subplots(figsize = (4, 4))\n",
    "\n",
    "# Assign a color for each curve\n",
    "cmap = matplotlib.colormaps.get_cmap(\"bwr\")\n",
    "color = ['grey', cmap(0.25), cmap(.75), cmap(0), cmap(.99)]\n",
    "\n",
    "ax.plot(time, obs_log[0, 3]/(N/2), color = color[0], alpha = 1)\n",
    "ax.plot(time, obs_log[1, 3]/(N/2), color = color[1], alpha = 1)\n",
    "ax.plot(time, obs_log[2, 3]/(N/2), color = color[2], alpha = 1)\n",
    "ax.plot(time, obs_log[3, 3]/(N/2), color = color[3], alpha = 1)\n",
    "ax.plot(time, obs_log[4, 3]/(N/2), color = color[4], alpha = 1)\n",
    "\n",
    "\n",
    "fig.tight_layout()\n",
    "ax.set_xlabel(r\"$\\chi N t_r$\")\n",
    "ax.set_ylabel(r\"$S_x(t_r)/S_x(0)$\")\n",
    "ax.set_ylim([-0.05, 1.05])\n",
    "ax.set_xlim([0, 6])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d49ca61-5bf6-4a16-9092-d56d7796dbf7",
   "metadata": {},
   "source": [
    "## 2d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3e89196c-38a9-44f8-a767-d785baad6b75",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.axis.XTick at 0x1be01051ed0>,\n",
       " <matplotlib.axis.XTick at 0x1be0104b710>]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize = (4, 4.5))\n",
    "\n",
    "x = np.linspace(2, 100, 101)\n",
    "ax.plot(np.sqrt(2*x)/N, np.sqrt(x/(N/4)), color = 'k', ls = \"--\", alpha = 0.5, zorder = 0)\n",
    "\n",
    "for i in range(5):\n",
    "  ax.scatter(np.sqrt(2*obs_log[i, 2, 0])/N, np.sqrt(obs_log[i, 2, 0]/(N/4)), color = color[i], zorder = 1)\n",
    "\n",
    "ax.axvline(x = np.sqrt(2*obs_log[0, 2, 0])/N, color = 'k', alpha = 0.1)\n",
    "ax.axhline(y = np.sqrt(obs_log[0, 2, 0]/(N/4)), color = 'k', alpha = 0.1)\n",
    "\n",
    "ax.set_ylabel(r\"$\\sqrt{\\mathrm{Var}(S_z)/(N/4)}$\", labelpad=5, fontsize = 20)\n",
    "ax.set_xlabel(r\"$1/T_2\\ (\\chi N)$\", labelpad=-2)\n",
    "\n",
    "ticks = [0.05, 0.15]\n",
    "ax.set_xticks(ticks = ticks, labels = ticks)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14a4e568-7136-4e60-bde0-b85aadd2e7ce",
   "metadata": {},
   "source": [
    "## 2e"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "dd84bdfc-de16-41f4-89c1-7b139545b9ac",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.05, 1.05)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def exp_stretched(x, A, T):\n",
    "    return A*np.exp(-(x/T)**(2/3))\n",
    "\n",
    "cmap = matplotlib.colormaps.get_cmap(\"bwr\")\n",
    "color_list = ['grey', cmap(0.25), cmap(.75), cmap(0), cmap(.99)]\n",
    "fit_time = np.zeros(5)\n",
    "var = np.zeros(5)\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (4, 4))\n",
    "\n",
    "# Plot the references\n",
    "file_dir = \"Data/dcTWA/dcTWA_demo_dis_ref_summary.json\"\n",
    "with open(file_dir) as data_file:\n",
    "    data_summary = json.loads(data_file.read())\n",
    "S_list = data_summary['S']\n",
    "corr_list = data_summary['corr']\n",
    "time = np.array(data_summary['time'])\n",
    "N = data_summary['params']['N']\n",
    "\n",
    "S = np.mean(S_list, axis = 0)\n",
    "corr = np.mean(corr_list, axis = 0)\n",
    "\n",
    "# Fitting\n",
    "popt, pcov = curve_fit(exp_stretched, time[time < 30], S[time < 30, 0]/N, p0 = [1, 10], maxfev = 5000)\n",
    "fit_time[0] = popt[1]\n",
    "var[0] = corr[0, 2]\n",
    "ax.plot(time, S[:, 0]/N, color = color_list[0])\n",
    "\n",
    "# Plot the other curves\n",
    "file_dir_list = ['Data/dcTWA/dcTWA_demo_dis_t08_squ1_summary.json',\n",
    "                 'Data/dcTWA/dcTWA_demo_dis_t08_squ2_summary.json',\n",
    "                 'Data/dcTWA/dcTWA_demo_dis_t16_squ1_summary.json',\n",
    "                 'Data/dcTWA/dcTWA_demo_dis_t16_squ2_summary.json']\n",
    "cmap = matplotlib.colormaps.get_cmap(\"bwr\")\n",
    "\n",
    "for (i_file, file_dir) in enumerate(file_dir_list):\n",
    "    with open(file_dir) as data_file:\n",
    "        data_summary = json.loads(data_file.read())\n",
    "\n",
    "    S_prep_list = data_summary['S_prep']\n",
    "    corr_prep_list = data_summary['corr_prep']\n",
    "    S_evolve_list = data_summary['S_evolve']\n",
    "    corr_evolve_list = data_summary['corr_evolve']\n",
    "\n",
    "    time_prep = data_summary['time_prep']\n",
    "    time_evolve = data_summary['time_evolve']\n",
    "\n",
    "    S_prep = np.mean(S_prep_list, axis = 0)\n",
    "    corr_prep = np.mean(corr_prep_list, axis = 0)\n",
    "    S_evolve = np.mean(S_evolve_list, axis = 0)\n",
    "    corr_evolve = np.mean(corr_evolve_list, axis = 0)\n",
    "\n",
    "    popt, pcov = curve_fit(exp_stretched, time_evolve, S_evolve[:, 0]/N, p0 = [1, 10], maxfev = 5000)\n",
    "    fit_time[i_file + 1] = popt[1]\n",
    "    var[i_file + 1] = corr_evolve[0, 2]\n",
    "    ax.plot(time_evolve, S_evolve[:, 0]/N, color = color_list[1 + i_file])\n",
    "\n",
    "fig.tight_layout()\n",
    "ax.set_xlabel(r\"$t_r\\ (\\mu\\mathrm{s})$\")\n",
    "ax.set_ylabel(r\"$S_x(t_r)/S_x(0)$\")\n",
    "ax.set_ylim([-0.05, 1.05])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1eb6bddd-7ccc-41c5-a734-608bd9e329d3",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 2f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ae80ea31-4d4e-4c95-ab49-4d94805a5787",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, '$1/T_2 (\\\\mathrm{\\\\mu}s^{-1})$')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the result\n",
    "fig, ax = plt.subplots(figsize = (4, 4.5))\n",
    "\n",
    "for i in range(5):\n",
    "  ax.scatter(1/fit_time[i], np.sqrt(var[i]/(N)), color = color_list[i], zorder = 1)\n",
    "\n",
    "# Add a guide to the eye.\n",
    "polynomial = np.poly1d([0, 0, 100, 9.5, 0.01])\n",
    "x = np.linspace(0.045, 0.11)\n",
    "y = polynomial(x-1/fit_time[0]) + 1\n",
    "ax.plot(x, y, color = 'k', ls = \"--\", alpha = 0.5, zorder = 0)\n",
    "\n",
    "ax.axvline(x = 1/fit_time[0], color = 'k', alpha = 0.1)\n",
    "ax.axhline(y = np.sqrt(var[0]/(N)), color = 'k', alpha = 0.1)\n",
    "\n",
    "ax.set_ylabel(r\"$\\sqrt{\\mathrm{Var}(S_z)/(N/4)}$\", labelpad=5, fontsize = 20)\n",
    "ax.set_xlabel(r\"$1/T_2 (\\mathrm{\\mu}s^{-1})$\", labelpad=-0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f5a2d37-c3b1-4baf-a812-08ca16892888",
   "metadata": {},
   "source": [
    "# Figure 3"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4fd90ed-f09e-485a-a870-9bf47039976b",
   "metadata": {},
   "source": [
    "## 3a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "197851aa-00f9-4855-aec8-b7a02fae7902",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Generation lattice\n",
    "def gen_lattice_dilution(N_lattice, f):\n",
    "  x, y = np.meshgrid(np.arange(N_lattice), np.arange(N_lattice))\n",
    "  rv = np.random.rand(N_lattice, N_lattice) < f\n",
    "  return x[rv], y[rv]\n",
    "\n",
    "# Simulate the spectrum on the pole\n",
    "N_pos = 5000\n",
    "N_lattice = 40\n",
    "f = 1\n",
    "\n",
    "J_log = np.zeros(N_pos)\n",
    "for i_pos in np.arange(N_pos):\n",
    "  x, y = gen_lattice_dilution(N_lattice, f)\n",
    "  temp = np.where((x == int(N_lattice/2)) & (y == int(N_lattice/2)))[0]\n",
    "  x = np.delete(x, temp)\n",
    "  y = np.delete(y, temp)\n",
    "  # state = np.random.randint(2, size = x.size) - 0.5\n",
    "  J_log[i_pos] = np.sum((((x-N_lattice/2)**2 + (y-N_lattice/2)**2)**(-3/2)))\n",
    "\n",
    "med = np.sqrt(np.median(J_log**2))\n",
    "hist_f1, bin_f1 = np.histogram(J_log, bins = np.linspace(-16*med, 16*med, 201))\n",
    "\n",
    "# Simulate the spectrum on the pole\n",
    "N_pos = 10000\n",
    "N = 400\n",
    "\n",
    "J_log = np.zeros(N_pos)\n",
    "for i_pos in np.arange(N_pos):\n",
    "  l = N ** (1. / 2) # Sample five times more spins in the system\n",
    "  x = (np.random.random((N, 1)) - 0.5) * l\n",
    "  y = (np.random.random((N, 1)) - 0.5) * l\n",
    "  # state = np.random.randint(2, size = x.size) - 0.5\n",
    "  J_log[i_pos] = np.sum(((x**2 + y**2)**(-3/2)))\n",
    "\n",
    "med = np.sqrt(np.median(J_log**2))\n",
    "hist_dis, bin_dis = np.histogram(J_log, bins = np.linspace(-16*med, 16*med, 201))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "557f0f57-6ba0-4e4a-9bd7-e645ea0bc27b",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\41578\\AppData\\Local\\Temp\\ipykernel_25284\\590860191.py:153: UserWarning: Attempt to set non-positive ylim on a log-scaled axis will be ignored.\n",
      "  ax_dilution[2].set_ylim([0, 10])\n",
      "C:\\Users\\41578\\AppData\\Local\\Temp\\ipykernel_25284\\590860191.py:159: UserWarning: Attempt to set non-positive ylim on a log-scaled axis will be ignored.\n",
      "  ax_dilution[3].set_ylim([0, 10])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '$\\\\log P(J)$')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 450x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create the figure\n",
    "fig_dilution = plt.figure(figsize=(4.5, 3))\n",
    "\n",
    "# Define individual heights for each row\n",
    "row_heights = [20, 12]  # Top row height is 10, bottom row height is 5\n",
    "\n",
    "# Number of rows and columns\n",
    "num_rows = len(row_heights)\n",
    "num_cols = 2\n",
    "\n",
    "# Space between rows\n",
    "space_height = 1\n",
    "\n",
    "# Function to calculate the number of spaces\n",
    "num_sep_rows = lambda x: int(x) if x > 1 else 0\n",
    "\n",
    "# Calculate total grid height\n",
    "total_row_heights = sum(row_heights)\n",
    "total_space_height = space_height * num_sep_rows(num_rows - 1)\n",
    "grid_height = total_row_heights + total_space_height\n",
    "\n",
    "# Define the grid size\n",
    "grid = (grid_height, num_cols)\n",
    "\n",
    "# Initialize list to store axes\n",
    "ax_dilution = []\n",
    "\n",
    "# Starting grid row\n",
    "grid_row_start = 0\n",
    "\n",
    "for ind_row in range(num_rows):\n",
    "    # Add space before each row except the first\n",
    "    if ind_row > 0:\n",
    "        grid_row_start += space_height\n",
    "\n",
    "    current_row_height = row_heights[ind_row]\n",
    "    grid_row = grid_row_start\n",
    "\n",
    "    for ind_col in range(num_cols):\n",
    "        grid_col = ind_col\n",
    "\n",
    "        # Create the subplot\n",
    "        ax = plt.subplot2grid(grid, (grid_row, grid_col), rowspan=current_row_height)\n",
    "        ax_dilution.append(ax)\n",
    "\n",
    "    # Update starting grid row for next iteration\n",
    "    grid_row_start += current_row_height\n",
    "\n",
    "\n",
    "# plot stuff\n",
    "# Fix the random seed\n",
    "np.random.seed(4)\n",
    "\n",
    "# Generation lattice\n",
    "# Plot the lattice geometry,\n",
    "alpha_lattice = 0.1\n",
    "\n",
    "# f = 1\n",
    "N_lattice = 10\n",
    "for i_x in np.arange(N_lattice):\n",
    "  ax_dilution[0].axvline(x = i_x, color = 'k', alpha = alpha_lattice)\n",
    "\n",
    "for i_y in np.arange(N_lattice):\n",
    "  ax_dilution[0].axhline(y = i_y, color = 'k', alpha = alpha_lattice)\n",
    "\n",
    "for i_x in np.arange(N_lattice):\n",
    "  for i_y in np.arange(N_lattice):\n",
    "    ax_dilution[0].errorbar(i_x, i_y, fmt = \"o\", color = 'k', markersize = 5)\n",
    "ax_dilution[0].set_xlim([0-0.5, 8-0.5])\n",
    "ax_dilution[0].set_ylim([0-0.5, 8-0.5])\n",
    "\n",
    "# disorder\n",
    "N = (4*N_lattice) ** 2\n",
    "\n",
    "l = N ** (1. / 2) # Sample five times more spins in the system\n",
    "x = (np.random.random((N, 1)) - 0.5) * l\n",
    "y = (np.random.random((N, 1)) - 0.5) * l\n",
    "\n",
    "\n",
    "ax_dilution[1].errorbar(x, y, fmt = \"o\", color = 'k', markersize = 5)\n",
    "ax_dilution[1].set_xlim([-2.5, 2.5])\n",
    "ax_dilution[1].set_ylim([-2.5, 2.5])\n",
    "\n",
    "# Plot the ellipse\n",
    "dimer1 = Ellipse(xy=[1.45, 1.5], width=.4, height=.9, angle=-25)\n",
    "dimer1.set_alpha(0.2)\n",
    "dimer1.set_color('k')\n",
    "ax_dilution[1].add_artist(dimer1)\n",
    "\n",
    "dimer2 = Ellipse(xy=[0.7, 1.3], width=.4, height=.9, angle=15)\n",
    "dimer2.set_alpha(0.2)\n",
    "dimer2.set_color('k')\n",
    "ax_dilution[1].add_artist(dimer2)\n",
    "\n",
    "dimer3 = Ellipse(xy=[-0.35, 1.2], width=.4, height=.9, angle=55)\n",
    "dimer3.set_alpha(0.2)\n",
    "dimer3.set_color('k')\n",
    "ax_dilution[1].add_artist(dimer3)\n",
    "\n",
    "\n",
    "# Plot the histogram\n",
    "# Smooth out the distribution\n",
    "x = np.linspace(-1, 1, 101)\n",
    "sigma = 0.0002\n",
    "gaussian_convolve = np.exp(-x**2/sigma)\n",
    "\n",
    "\n",
    "hist_f1_convolve = hist_f1\n",
    "hist_dis_convolve = hist_dis\n",
    "\n",
    "color = \"darkgreen\"\n",
    "alpha = 0.3\n",
    "\n",
    "ax_dilution[2].plot(bin_f1[:-1], hist_f1_convolve/np.max(hist_f1_convolve), color = color, ls = \"--\")\n",
    "ax_dilution[2].fill_between(bin_f1[:-1], hist_f1_convolve/np.max(hist_f1_convolve), color = color, alpha = alpha)\n",
    "\n",
    "ax_dilution[3].plot(bin_dis[:-1], hist_dis_convolve/np.max(hist_dis_convolve), color = color, ls = \"-\")\n",
    "ax_dilution[3].fill_between(bin_dis[:-1], hist_dis_convolve/np.max(hist_dis_convolve), color = color, alpha = alpha)\n",
    "\n",
    "ax_config = [ax_dilution[0], ax_dilution[1]]\n",
    "for ax in ax_config:\n",
    "  ax.get_xaxis().set_visible(False)\n",
    "  ax.get_yaxis().set_visible(False)\n",
    "\n",
    "ax_spec = [ax_dilution[2], ax_dilution[3]]\n",
    "for ax in ax_spec:\n",
    "  ax.set_ylim([1e-3, 1.1])\n",
    "  ax.set_xlabel(r\"$J$\", fontsize = 20)\n",
    "  ax.set_yscale(\"log\")\n",
    "  ax.tick_params(\n",
    "    axis='x',          # changes apply to the x-axis\n",
    "    which='both',      # both major and minor ticks are affected\n",
    "    # bottom=False,      # ticks along the bottom edge are off\n",
    "    top=False,         # ticks along the top edge are off\n",
    "    labelbottom=False)\n",
    "  ax.tick_params(axis='y', which='both', left=False, right=False, labelleft=False)\n",
    "\n",
    "ax_dilution[2].axvline(x = 0, color = \"k\", ls = \":\", alpha = 1)\n",
    "ticks = [0]\n",
    "ax_dilution[2].set_xticks(ticks, ticks)\n",
    "ax_dilution[2].set_xlim([-2, 20])\n",
    "ax_dilution[2].set_ylim([0, 10])\n",
    "\n",
    "ax_dilution[3].axvline(x = 0, color = \"k\", ls = \":\", alpha = 1)\n",
    "ticks = [0]\n",
    "ax_dilution[3].set_xticks(ticks, ticks)\n",
    "ax_dilution[3].set_xlim([-30, 300])\n",
    "ax_dilution[3].set_ylim([0, 10])\n",
    "\n",
    "ax_dilution[2].set_ylabel(\"$\\log P(J)$\", fontsize = 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c60e1350-9c6b-4633-ae2a-5ab8886af4b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_squeezing(yy,yz,zz):\n",
    "    return (yy+zz)/2-(((yy-zz)/2)**2+yz**2)**0.5\n",
    "\n",
    "summary_dir = 'Data/dcTWA_lattice_dil_disorder_summary.json'\n",
    "\n",
    "with open(summary_dir) as data_file:\n",
    "    data_summary = json.loads(data_file.read())\n",
    "\n",
    "\n",
    "Sx_list = np.array(data_summary['S'])[:, :, 0]\n",
    "corr_list = np.array(data_summary['corr'])\n",
    "N = data_summary['params']['N']\n",
    "time_dis = np.array(data_summary['time'])\n",
    "\n",
    "# Average the data\n",
    "Sx_dis = np.mean(Sx_list, axis = 0)\n",
    "corr_dis = np.mean(corr_list, axis = 0)\n",
    "minVar_dis = N*extract_squeezing(corr_dis[:, 1], corr_dis[:, 3], corr_dis[:, 2])\n",
    "sqz_dis = minVar_dis/Sx_dis**2\n",
    "\n",
    "summary_dir = 'Data/dcTWA_lattice_dil_f100_summary.json'\n",
    "\n",
    "with open(summary_dir) as data_file:\n",
    "    data_summary = json.loads(data_file.read())\n",
    "\n",
    "Sx_list = np.array(data_summary['S'])[:, :, 0]\n",
    "corr_list = np.array(data_summary['corr'])\n",
    "N = data_summary['params']['N']\n",
    "time_lat = np.array(data_summary['time'])\n",
    "\n",
    "# Average the data\n",
    "Sx_lat = np.mean(Sx_list, axis = 0)\n",
    "corr_lat = np.mean(corr_list, axis = 0)\n",
    "minVar_lat  = N*extract_squeezing(corr_lat[:, 1], corr_lat[:, 3], corr_lat[:, 2])\n",
    "sqz_lat  = minVar_lat/Sx_lat**2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "676a68e0-f611-4ddc-b4f1-65f52031e60c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\41578\\AppData\\Local\\Temp\\ipykernel_25284\\1044438911.py:7: RuntimeWarning: divide by zero encountered in divide\n",
      "  J_ind = 1/(x_grid**2 + y_grid**2)**(3/2)\n",
      "C:\\Users\\41578\\AppData\\Local\\Temp\\ipykernel_25284\\1044438911.py:56: UserWarning: Attempt to set non-positive ylim on a log-scaled axis will be ignored.\n",
      "  ax_dilution_sqz.set_ylim([-0.22, 20])\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 450x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate the average interaction streng\n",
    "# lattice\n",
    "x = np.linspace(-10, 10, 21)\n",
    "y = np.linspace(-10, 10, 21)\n",
    "x_grid, y_grid = np.meshgrid(x, y)\n",
    "\n",
    "J_ind = 1/(x_grid**2 + y_grid**2)**(3/2)\n",
    "J_ind[np.isinf(J_ind)] = 0\n",
    "J_lat = np.sum(J_ind)\n",
    "\n",
    "height_ratios = [2, 1]  # Upper subplot is twice the height of the lower one\n",
    "\n",
    "fig_dilution_simu, (ax_dilution_simu, ax_dilution_sqz) = plt.subplots(nrows=2, ncols=1, gridspec_kw={'height_ratios': height_ratios}, sharex=True, figsize=(4.5, 6))\n",
    "\n",
    "axis = ax_dilution_simu\n",
    "axis2 = ax_dilution_simu.twinx()\n",
    "\n",
    "color1 = 'navy'\n",
    "color2 = 'crimson'\n",
    "lineshape = ['-', ':']\n",
    "\n",
    "axis.plot(J_lat*time_lat, Sx_lat/Sx_lat[0], color = color1, ls = lineshape[0])\n",
    "axis2.plot(J_lat*time_lat, minVar_lat/N**2, color = color2, ls = lineshape[0])\n",
    "\n",
    "axis.plot(J_lat*time_dis, Sx_dis/Sx_dis[0], color = color1, ls = lineshape[1])\n",
    "axis2.plot(J_lat*time_dis, minVar_dis/N**2, color = color2, ls = lineshape[1])\n",
    "\n",
    "ax_dilution_sqz.plot(J_lat*time_lat, sqz_lat, color = 'k', ls = lineshape[0])\n",
    "ax_dilution_sqz.plot(J_lat*time_dis, sqz_dis, color = 'k', ls = lineshape[1])\n",
    "\n",
    "axis2.axhline(y = 1, color = color2, alpha = 0.2, ls = '-')\n",
    "\n",
    "axis.yaxis.label.set_color(color1)\n",
    "axis2.spines[\"left\"].set_edgecolor(color1)\n",
    "axis.tick_params(axis='y', colors=color1)\n",
    "\n",
    "axis2.yaxis.label.set_color(color2)\n",
    "axis2.spines[\"right\"].set_edgecolor(color2)\n",
    "axis2.tick_params(axis='y', colors=color2)\n",
    "\n",
    "axis.set_xlim([0, 1])\n",
    "\n",
    "axis.set_ylabel(r\"$S_x(t_\\mathrm{g})/S_x(0)$\")\n",
    "axis.set_ylim([-0.05, 1.05])\n",
    "axis2.set_xlim([0, 1])\n",
    "axis2.set_yscale(\"log\")\n",
    "axis2.set_ylim([0.9e-1, 1.1])\n",
    "# axis2.set_ylim([-0.05, 1.05])\n",
    "axis2.set_ylabel(r\"$\\mathrm{min}_\\theta\\mathrm{Var}(S_\\theta)$\")\n",
    "axis2.yaxis.set_label_coords(1.05, .5)\n",
    "axis.yaxis.set_label_coords(-0.22, .5)\n",
    "\n",
    "ax_dilution_sqz.set_xlabel(r\"$t_\\mathrm{g}$\")\n",
    "ax_dilution_sqz.set_ylabel(r\"$\\xi^2_n$\")\n",
    "ax_dilution_sqz.set_yscale(\"log\")\n",
    "ax_dilution_sqz.set_ylim([-0.22, 20])\n",
    "plt.subplots_adjust(hspace=0)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb5f1d97-155b-42dd-9c36-26a6f09f2463",
   "metadata": {},
   "source": [
    "## 3e"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "e2c30876-49e4-4f36-b811-2ad6f021e182",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "dir = \"Data/experiment/S_ref.txt\"\n",
    "Ref = Data(dir, col = 4, dataType = 'XY8')\n",
    "\n",
    "dir = \"Data/experiment/S_shelve1.txt\"\n",
    "ShelveQuenData1 = Data(dir, col = 4, dataType = 'XY8')\n",
    "\n",
    "dir = \"Data/experiment/S_shelve2.txt\"\n",
    "ShelveQuenData2 = Data(dir, col = 4, dataType = 'XY8')\n",
    "\n",
    "dir = \"Data/experiment/S_shelve3.txt\"\n",
    "ShelveQuenData3 = Data(dir, col = 4, dataType = 'XY8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "5088a532-628f-4da0-a2bb-b562e52aff68",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, '$t_\\\\mathrm{g} \\\\ (\\\\mu\\\\mathrm{s})$')"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fig_LE_quen_log, ax_LE_quen_log = plt.subplots(figsize = (4, 4))\n",
    "\n",
    "dataSet = [Ref, ShelveQuenData1, ShelveQuenData2, ShelveQuenData3]\n",
    "colorSet = [\"black\", \"mediumblue\", \"dodgerblue\", \"lightskyblue\"]\n",
    "alphaSet = [1, 1, 1, 1]\n",
    "\n",
    "\n",
    "for (i, data) in enumerate(dataSet):\n",
    "    ax_LE_quen_log.errorbar(data.time[data.time < 8.1], -np.log((data.contrast[0][data.time < 8.1]/data.contrast[0][0])),\n",
    "                            data.contrast_err[0][data.time < 8.1]/data.contrast[0][data.time < 8.1],\n",
    "                            fmt = \"o\", color = colorSet[i],\n",
    "                            alpha = alphaSet[i])\n",
    "\n",
    "\n",
    "fitTime = np.linspace(1.5, 4, 101)\n",
    "ax_LE_quen_log.text(3, 0.1, r\"$\\sim 1.4$\", fontsize=16, color = \"dodgerblue\")\n",
    "ax_LE_quen_log.errorbar(fitTime, 2.5e-2*(fitTime)**(1.4), fmt = \"--\", alpha = 1,\n",
    "                        linewidth = 1.5, color = \"dodgerblue\")\n",
    "\n",
    "fitTime = np.linspace(1.5, 4, 101)\n",
    "ax_LE_quen_log.text(1.7, 0.4, r\"$\\sim 0.8$\", fontsize=16)\n",
    "ax_LE_quen_log.errorbar(fitTime, 1.5e-1*(fitTime)**(0.8), fmt = \"--\", alpha = 1,\n",
    "                        linewidth = 1.5, color = \"k\")\n",
    "\n",
    "ax_LE_quen_log.tick_params(axis='x', which='both', pad=6)\n",
    "ax_LE_quen_log.set_xlim([0.9, 11])\n",
    "ax_LE_quen_log.set_ylim([6e-2, 1])\n",
    "ax_LE_quen_log.set_yscale(\"log\")\n",
    "ax_LE_quen_log.set_xscale(\"log\")\n",
    "ax_LE_quen_log.set_ylabel(r\"$-\\log S_x(t_\\mathrm{g})/S_x(0)$\")\n",
    "ax_LE_quen_log.set_xlabel(r\"$t_\\mathrm{g} \\ (\\mu\\mathrm{s})$\", labelpad= -5)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fccc1eb-7d58-43a3-a7f5-6ab48edabb72",
   "metadata": {},
   "source": [
    "## 3f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "6d1c8b41-6dbe-4bae-80ab-18122792dc17",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "dir = \"Data/experiment/S_adia1.txt\"\n",
    "AdiaQuenData1 = Data(dir, col = 4, dataType = 'XY8')\n",
    "\n",
    "dir = \"Data/experiment/S_adia2.txt\"\n",
    "AdiaQuenData2 = Data(dir, col = 4, dataType = 'XY8')\n",
    "\n",
    "dir = \"Data/experiment/S_adia3.txt\"\n",
    "AdiaQuenData3 = Data(dir, col = 4, dataType = 'XY8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "884a1d51-f3cd-48fd-a1ed-6fa5ea99e537",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, '$t_\\\\mathrm{g} \\\\ (\\\\mu\\\\mathrm{s})$')"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_LE_quen_log, ax_LE_quen_log = plt.subplots(figsize = (4, 4))\n",
    "\n",
    "dataSet = [Ref, AdiaQuenData1, AdiaQuenData2, AdiaQuenData3]\n",
    "colorSet = [\"black\", \"mediumblue\", \"dodgerblue\", \"lightskyblue\"]\n",
    "alphaSet = [1, 1, 1, 1]\n",
    "\n",
    "\n",
    "for (i, data) in enumerate(dataSet):\n",
    "    ax_LE_quen_log.errorbar(data.time[data.time < 8.1], -np.log((data.contrast[0][data.time < 8.1]/data.contrast[0][0])),\n",
    "                            data.contrast_err[0][data.time < 8.1]/data.contrast[0][data.time < 8.1],\n",
    "                            fmt = \"o\", color = colorSet[i],\n",
    "                            alpha = alphaSet[i])\n",
    "\n",
    "fitTime = np.linspace(1.5, 4, 101)\n",
    "ax_LE_quen_log.text(2.2, 0.1, r\"$\\sim 1.4$\", fontsize=16, color = \"dodgerblue\")\n",
    "ax_LE_quen_log.errorbar(fitTime, 4e-2*(fitTime)**(1.4), fmt = \"--\", alpha = 1,\n",
    "                        linewidth = 1.5, color = \"dodgerblue\")\n",
    "\n",
    "fitTime = np.linspace(1.5, 4, 101)\n",
    "ax_LE_quen_log.text(1.7, 0.4, r\"$\\sim 0.8$\", fontsize=16)\n",
    "ax_LE_quen_log.errorbar(fitTime, 1.5e-1*(fitTime)**(0.8), fmt = \"--\", alpha = 1,\n",
    "                        linewidth = 1.5, color = \"k\")\n",
    "\n",
    "ax_LE_quen_log.set_xlim([0.9, 11])\n",
    "ax_LE_quen_log.set_ylim([6e-2, 1])\n",
    "ax_LE_quen_log.set_yscale(\"log\")\n",
    "ax_LE_quen_log.set_xscale(\"log\")\n",
    "ax_LE_quen_log.tick_params(axis='x', which='both', pad=6)\n",
    "ax_LE_quen_log.set_ylabel(r\"$-\\log S_x(t_\\mathrm{g})/S_x(0)$\")\n",
    "ax_LE_quen_log.set_xlabel(r\"$t_\\mathrm{g} \\ (\\mu\\mathrm{s})$\", labelpad= -5)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41489b34-5119-4077-a090-4532e6e98f50",
   "metadata": {},
   "source": [
    "# Extended Figure 1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67025ca0-4bef-482a-a866-055f37c5be17",
   "metadata": {},
   "source": [
    "## 1a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "4903e6ff-08d8-4cba-8818-e1a7d8244d6d",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from typing import List\n",
    "from scipy.signal import find_peaks\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import csv\n",
    "import os\n",
    "import sys\n",
    "from sklearn.metrics import auc\n",
    "from lmfit.models import GaussianModel, StepModel\n",
    "\n",
    "\n",
    "def get_N15_columns(date: str, sample: str, path: str):\n",
    "    df = pd.read_excel(path)\n",
    "    n15x = pd.to_numeric(df[sample + ' 15Nd'], errors='coerce')  # nitrogen 15 depth # in case data isn't numeric\n",
    "    n15y = pd.to_numeric(df[sample + ' 15Nc'], errors='coerce')  # nitrogen 15 concentration # in case data isn't numeric\n",
    "   # n15x2 = pd.to_numeric(df[sample + ' 15Nd2'], errors='coerce')\n",
    "   # n15y2 = pd.to_numeric(df[sample + ' 15Nc2'], errors='coerce')\n",
    "    return n15x, n15y\n",
    "\n",
    "def get_C13_columns(date: str, sample: str, path: str):\n",
    "    df = pd.read_excel(path)\n",
    "    c13x = df[sample + ' 13Cd']  # carbon 13 depth\n",
    "    c13y = df[sample + ' 13Cc']  # carbon 13 concentration\n",
    "    return c13x, c13y\n",
    "\n",
    "def get_C12_columns(date: str, sample: str, path: str):\n",
    "    df = pd.read_excel(path)\n",
    "    c12x = df[sample + ' 12Cd']  # carbon 12 depth\n",
    "    c12y = df[sample + ' 12Cc']  # carbon 12 concentration\n",
    "    #c12y = pd.to_numeric(df[sample + ' 12Cc'], errors='coerce')\n",
    "    return c12x, c12y\n",
    "\n",
    "def get_N14_columns(date: str, sample: str, path: str):\n",
    "    df = pd.read_excel(path)\n",
    "    n14x = pd.to_numeric(df[sample + ' 14Nd'], errors='coerce')  # nitrogen 14 depth # in case data isn't numeric\n",
    "    n14y = pd.to_numeric(df[sample + ' 14Nc'], errors='coerce')  # nitrogen 14 concentration # in case data isn't numeric\n",
    "    return n14x, n14y\n",
    "\n",
    "def get_O16_columns(date: str, sample: str, path: str):\n",
    "    df = pd.read_excel(path)\n",
    "    o16x = pd.to_numeric(df[sample + ' 16Od'], errors='coerce')  # oxygen depth # in case data isn't numeric\n",
    "    o16y = pd.to_numeric(df[sample + ' 16Oc'], errors='coerce')  # oxygen concentration # in case data isn't numeric\n",
    "    return o16x, o16y\n",
    "\n",
    "\n",
    "def plot_N15data(n15x: List[float], n15y: List[float], sample: str,\n",
    "              save: bool = False) -> None:\n",
    "\n",
    "    plt.gcf().set_size_inches(6, 6)\n",
    "    plt.rcParams.update({'axes.linewidth': 1.2, 'font.size': 14})  # config parameters\n",
    "    fig, ax1 = plt.subplots(constrained_layout=True)\n",
    "    plt.title(sample + ' SIMS depth profile')\n",
    "\n",
    "    ax1.set_xlabel('Depth (nm)')\n",
    "    ax1.set_ylabel('[N] (at/cm$^3$)')\n",
    "    ax1.semilogy(n15x, n15y, color='red', label='15N')  # Make a plot with log scaling on the y-axis\n",
    "    ax1.legend(loc='upper left', frameon=True)\n",
    "    ax1.tick_params(axis='y', labelcolor='black')\n",
    "    ax1.set_ylim(1e15, 1e21)\n",
    "\n",
    "    if save:\n",
    "        plt.savefig(sample + 'SIMS.png', dpi=300)\n",
    "    plt.show()\n",
    "\n",
    "def plot_N14data(n14x: List[float], n14y: List[float], sample: str,\n",
    "              save: bool = False) -> None:\n",
    "\n",
    "    plt.gcf().set_size_inches(6, 6)\n",
    "    plt.rcParams.update({'axes.linewidth': 1.2, 'font.size': 14})  # config parameters\n",
    "    fig, ax1 = plt.subplots(constrained_layout=True)\n",
    "    plt.title(sample + ' SIMS depth profile')\n",
    "\n",
    "    ax1.set_xlabel('Depth (nm)')\n",
    "    ax1.set_ylabel('[N] (at/cm$^3$)')\n",
    "    ax1.semilogy(n14x, n14y, color='blue', label='14N')  # Make a plot with log scaling on the y-axis\n",
    "    ax1.legend(loc='upper left', frameon=True)\n",
    "    ax1.tick_params(axis='y', labelcolor='black')\n",
    "    ax1.set_ylim(1e15, 1e20)\n",
    "\n",
    "    if save:\n",
    "        plt.savefig(sample + 'SIMS.png', dpi=300)\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "def plot_C13data(sample: str, c13x: List[float], c13y: List[float],\n",
    "              save: bool = False) -> None:\n",
    "\n",
    "    plt.gcf().set_size_inches(6, 6)\n",
    "    plt.rcParams.update({'axes.linewidth': 1.2, 'font.size': 14})  # config parameters\n",
    "    fig, ax1 = plt.subplots(constrained_layout=True)\n",
    "    plt.title(sample + ' SIMS depth profile')\n",
    "\n",
    "    ax1.set_xlabel('Depth (nm)')\n",
    "    ax1.set_ylabel('[13C] (a.u.)')\n",
    "    ax1.semilogy(c13x, c13y, color='black', label='13C')  # Make a plot with log scaling on the y-axis\n",
    "    ax1.legend(loc='upper left', frameon=True)\n",
    "    ax1.tick_params(axis='y', labelcolor='black')\n",
    "   # ax1.set_ylim(1e2, 1e8)\n",
    "\n",
    "    if save:\n",
    "        plt.savefig(sample + 'SIMS.png', dpi=300)\n",
    "    plt.show()\n",
    "\n",
    "def plot_C12C13data(sample: str, c12x: List[float], c12y: List[float], c13x: List[float], c13y: List[float],\n",
    "              save: bool = False) -> None:\n",
    "\n",
    "    plt.gcf().set_size_inches(6, 6)\n",
    "    plt.rcParams.update({'axes.linewidth': 1.2, 'font.size': 14})  # config parameters\n",
    "    fig, ax1 = plt.subplots(constrained_layout=True)\n",
    "    plt.title(sample + ' SIMS depth profile')\n",
    "\n",
    "    ax1.set_xlabel('Depth (nm)')\n",
    "    ax1.set_ylabel('[C] Intensity (a.u.)')\n",
    "    ax1.semilogy(c12x, c12y, color='green', label='12C')  # Make a plot with log scaling on the y-axis\n",
    "    ax1.semilogy(c13x, c13y, color='black', label='13C', ls='dashed')\n",
    "    ax1.legend(loc='upper left', frameon=True)\n",
    "    ax1.tick_params(axis='y', labelcolor='black')\n",
    "    ax1.set_ylim(1e0, 1e9)\n",
    "\n",
    "\n",
    "    if save:\n",
    "        plt.savefig(sample + 'SIMS.png', dpi=300)\n",
    "        plt.show()\n",
    "\n",
    "\n",
    "def plot_C13N15data(n15x: List[float], n15y: List[float], sample: str, c13x: List[float] = None, c13y: List[float]= None,\n",
    "              save: bool = False) -> None:\n",
    "\n",
    "    plt.gcf().set_size_inches(6, 6)\n",
    "    plt.rcParams.update({'axes.linewidth': 1.2, 'font.size': 14})  # config parameters\n",
    "    fig, ax1 = plt.subplots(constrained_layout=True)\n",
    "    plt.title(sample + ' SIMS depth profile')\n",
    "\n",
    "    ax1.set_xlabel('Depth (nm)')\n",
    "    ax1.set_ylabel('[N] (at/cm$^3$)')\n",
    "    ax1.semilogy(n15x, n15y, color='red', label='15N')  # Make a plot with log scaling on the y-axis\n",
    "    ax1.legend(loc='upper left', frameon=True)\n",
    "    ax1.tick_params(axis='y', labelcolor='black')\n",
    "    ax1.set_ylim(1e15, 1e21)\n",
    "\n",
    "    ax2 = ax1.twinx()  # instantiate a second axes that shares the same x-axis\n",
    "    ax2.set_ylabel('$^{13}$C Intensity (a.u.)')  # we already handled the x-label with ax1\n",
    "    ax2.semilogy(c13x, c13y, color='black', label='13C', ls='dashed')\n",
    "    ax2.tick_params(axis='y', labelcolor='black')\n",
    "    ax2.set_ylim(1e2, 1e6)\n",
    "    ax2.legend(loc=\"upper right\", frameon=False, ncol=1)\n",
    "\n",
    "    if save:\n",
    "        plt.savefig(sample + 'SIMS.png', dpi=300)\n",
    "        plt.show()\n",
    "\n",
    "\n",
    "def plot_C13N15N14data(c13x: List[float], c13y: List[float], n15x: List[float], n15y: List[float], sample: str, n14x: List[float]=None, n14y: List[float]=None,\n",
    "              save: bool = False) -> None:\n",
    "\n",
    "    plt.gcf().set_size_inches(6, 6)\n",
    "    plt.rcParams.update({'axes.linewidth': 1.2, 'font.size': 14})  # config parameters\n",
    "    fig, ax1 = plt.subplots(constrained_layout=True)\n",
    "    plt.title(sample + ' SIMS depth profile')\n",
    "\n",
    "    ax1.set_xlabel('Depth (nm)')\n",
    "    ax1.set_ylabel('[$^{15}$N] (at/cm$^3$)')\n",
    "    ax1.semilogy(n15x, n15y, color='red', label='15N')  # Make a plot with log scaling on the y-axis\n",
    "    ax1.semilogy(n14x, n14y, color='blue', label='14N')\n",
    "    ax1.legend(loc='upper left', frameon=True)\n",
    "    ax1.tick_params(axis='y', labelcolor='black')\n",
    "    ax1.set_ylim(1e15, 1e20)\n",
    "    #ax1.grid(True, which='minor')\n",
    "\n",
    "    ax2 = ax1.twinx()  # instantiate a second axes that shares the same x-axis\n",
    "    ax2.set_ylabel('$^{13}$C Intensity (a.u.)')  # we already handled the x-label with ax1\n",
    "    ax2.semilogy(c13x, c13y, color='black', label='13C', ls='dashed')\n",
    "    ax2.tick_params(axis='y', labelcolor='black')\n",
    "    ax2.set_ylim(1e3, 1e6)\n",
    "    ax2.legend(loc=\"upper right\", frameon=False, ncol=1)\n",
    "\n",
    "    if save:\n",
    "        plt.savefig(sample + 'SIMS.png', dpi=300)\n",
    "    plt.show()\n",
    "\n",
    "def plot_O16data(o16x: List[float], o16y: List[float], sample: str,\n",
    "              save: bool = False) -> None:\n",
    "\n",
    "    plt.gcf().set_size_inches(6, 6)\n",
    "    plt.rcParams.update({'axes.linewidth': 1.2, 'font.size': 14})  # config parameters\n",
    "    fig, ax1 = plt.subplots(constrained_layout=True)\n",
    "    plt.title(sample + ' SIMS depth profile')\n",
    "\n",
    "    ax1.set_xlabel('Depth (nm)')\n",
    "    ax1.set_ylabel('[O]Intensity (a.u.))')\n",
    "    ax1.semilogy(o16x, o16y, color='green', label='16O')  # Make a plot with log scaling on the y-axis\n",
    "    ax1.legend(loc='upper left', frameon=True)\n",
    "    ax1.tick_params(axis='y', labelcolor='black')\n",
    "    #ax1.set_ylim(1e1, 1e21)\n",
    "\n",
    "    if save:\n",
    "        plt.savefig(sample + 'SIMS.png', dpi=300)\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "def npeak_gaussian(xcut, ycut, sampleName: str, bgbound1=None, bgbound2=None):\n",
    "    '''\n",
    "    fits gaussian model to nitrogen 15 data\n",
    "    :param sampleName: name of sample\n",
    "    :param bgbound2:\n",
    "    :param bgbound1:\n",
    "    :param xcut: np array of nitrogen 15 depth values\n",
    "    :param ycut: np array of nitrogen 15 concentration values\n",
    "    :return: center, sigma, fwhm, height, ppm, ppm_nm\n",
    "    '''\n",
    "\n",
    "    x = xcut[~np.isnan(xcut)]  # make sure values are not nan\n",
    "    y = ycut[~np.isnan(ycut)]\n",
    "    # y = y - np.linspace(3.2e18, 1.2e18, len(y))\n",
    "    if bgbound1 != None and bgbound2 != None:\n",
    "        y = y - np.linspace(bgbound1, bgbound2, len(y))\n",
    "    #y = y - np.linspace(bgbound1, bgbound2, len(y))\n",
    "\n",
    "    mod = GaussianModel()\n",
    "    pars = mod.guess(data=y, x=x)\n",
    "    out = mod.fit(data=y, params=pars, x=x)\n",
    "    out.plot()\n",
    "\n",
    "    height = round(out.params['height'].value, -14)\n",
    "    sigma = round(out.params['sigma'].value, 4)\n",
    "    fwhm = round(out.params['fwhm'].value, 4)\n",
    "    x0 = round(out.params['center'].value, 4)\n",
    "    area_uc = auc(x, out.best_fit)\n",
    "    ppm_nm = round(area_uc / (1.76e17), 4)\n",
    "    ppm = round(area_uc / ((1.76e17) * fwhm), 4)\n",
    "    #yvalues = sum(ycut)\n",
    "    #c = np.sqrt(out.chi-square)/yvalues\n",
    "    #ppm_nm_err = c*ppm_nm\n",
    "    #ppm_err = c*ppm\n",
    "    plt.title('    ' + sampleName + ' FWHM = ' + str(\"%.2f\" % fwhm) + ', ppm*nm = ' + str(\"%.1f\" % ppm_nm))\n",
    "\n",
    "    plt.show()\n",
    "    print(out.fit_report(min_correl=0.25))\n",
    "    return x0, sigma, fwhm, height, ppm, ppm_nm\n",
    "\n",
    "\n",
    "def carbon13_step(xcol, ycol, sampleName: str):\n",
    "    '''\n",
    "    fits step model to carbon 13 data\n",
    "    :param xcol: depth\n",
    "    :param ycol: carbon 13 concentration\n",
    "    :param sampleName: name of sample\n",
    "    :return: sigma, center\n",
    "    '''\n",
    "    x = xcol[~np.isnan(xcol)]\n",
    "    y = ycol[~np.isnan(ycol)]\n",
    "    mod = StepModel(form='erf')\n",
    "    pars = mod.guess(y, x=x)\n",
    "    out = mod.fit(y, pars, x=x)\n",
    "    sigma = round(out.params['sigma'].value, 4)\n",
    "    center = round(out.params['center'].value, 4)\n",
    "    out.plot()\n",
    "    plt.plot(x, y, color='black', label='13C')\n",
    "    plt.title('    ' + sampleName + ', sigma = ' + str(\"%.2f\" % sigma) + ', center = ' + str(\"%.2f\" % center))\n",
    "    plt.plot(x, out.best_fit)\n",
    "    plt.show()\n",
    "    print(out.fit_report())\n",
    "    return sigma, center\n",
    "\n",
    "\n",
    "def find_bounds(x_col, y_col, multiple_peaks=False):\n",
    "    '''\n",
    "    :parameter: x_col -> N depth data\n",
    "    :parameter: y_col -> N concentration data\n",
    "    find bounds for gaussian fit\n",
    "    methodology: find the first x value bigger than 50 nm (ignore the initial spike)\n",
    "    look through the data from that point onward\n",
    "    find the biggest y value (n peak)\n",
    "    range is from peak - 250 indices to peak + 250 indices\n",
    "    :return: bounds\n",
    "    '''\n",
    "    # find smallest x bigger than 50 nm\n",
    "    x_50_index = 0\n",
    "\n",
    "    for i in range(0, len(x_col)):\n",
    "        if x_col[i] > 50:\n",
    "            x_50_index = i\n",
    "            break\n",
    "\n",
    "    # find y peak in x range\n",
    "\n",
    "    y_list = y_col[x_50_index:]     # ignore initial spike by starting from 50 nm deep\n",
    "    # (usually! might need to be altered depending on sample)\n",
    "\n",
    "    y_peak = max(y_list)           # y peak\n",
    "    y_peak_index = np.where(y_col == y_peak)[0][0]        # index where y peak occurs\n",
    "\n",
    "    # find range\n",
    "    xlow = y_peak_index - 100\n",
    "    xhigh = y_peak_index + 100\n",
    "\n",
    "    return xlow, xhigh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "586f7699-2e8f-4894-a657-9326c3dabe2a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.patches.Polygon at 0x1bd89aacbd0>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Lillian's plot codes\n",
    "date = '20230327'\n",
    "sample = 'L111-10'\n",
    "path = 'Data/SIMS20230327.xlsx'\n",
    "\n",
    "n15x, n15y = get_N15_columns(date, sample, path)\n",
    "c13x, c13y = get_C13_columns(date, sample, path)\n",
    "n14x, n14y = get_N14_columns(date, sample, path)\n",
    "\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(1, 3, figsize = (18, 4))\n",
    "plt.subplots_adjust(bottom=.05, top=.95, hspace=.1, wspace = .4)\n",
    "\n",
    "ax[0].plot(n15x, n15y, color = 'red')\n",
    "ax[1].plot(n14x, n14y, color = 'blue')\n",
    "ax[2].plot(c13x, c13y, color = 'k')\n",
    "\n",
    "ax[0].set_xlim([-10, 310])\n",
    "ax[0].set_yscale('log')\n",
    "ax[0].set_xlabel(r\"$\\mathrm{Depth\\ (nm)}$\")\n",
    "ax[0].set_ylabel(r\"$[^{15}\\mathrm{N}] \\ (\\mathrm{atom/cm}^3)$\")\n",
    "\n",
    "ax[1].set_xlim([-10, 310])\n",
    "ax[1].set_yscale('log')\n",
    "ax[1].set_xlabel(r\"$\\mathrm{Depth\\ (nm)}$\")\n",
    "ax[1].set_ylabel(r\"$[^{14}\\mathrm{N}] \\ (\\mathrm{atom/cm}^3)$\")\n",
    "\n",
    "ax[2].set_xlim([-10, 310])\n",
    "ax[2].set_yscale('log')\n",
    "ax[2].set_xlabel(r\"$\\mathrm{Depth\\ (nm)}$\")\n",
    "ax[2].set_ylabel(r\"$[^{13}\\mathrm{C}] \\ (\\mathrm{a.u.})$\")\n",
    "\n",
    "ax_inset = fig.add_axes([0.16, 0.165, 0.1, 0.25])\n",
    "ax_inset.plot(n15x, n15y, color = 'red')\n",
    "ax_inset.set_xlim([110, 140])\n",
    "ax_inset.axvspan(121.65, 128.45, color = 'red', alpha = 0.1)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fcb2e911-7acf-46fa-9092-486b24d0a3df",
   "metadata": {},
   "source": [
    "## 1b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "f6e1de14-6f2a-4f60-bd80-210217704e90",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.patches as patches\n",
    "\n",
    "# Load the image\n",
    "N = 101 # Resolution of the image\n",
    "dir = \"Data/Image_2024-7-8_Img027.txt\"\n",
    "\n",
    "rawdata = []\n",
    "for row in csv.reader(open(dir, 'r'), delimiter=' '):\n",
    "  rawdata.append(row[0:-1]) if row and row[-1] == '' else rawdata.append(row)\n",
    "\n",
    "data = np.array([float(rawdata[i][0]) for i in np.arange(5, 5 + N**2)])\n",
    "data = np.reshape(data, (N, N))\n",
    "\n",
    "fig_confocal, ax_confocal = plt.subplots(figsize = (6, 6))\n",
    "im = ax_confocal.imshow(data, vmin = 0)\n",
    "\n",
    "fig_confocal.subplots_adjust(right=0.85)\n",
    "cbar_ax = fig_confocal.add_axes([0.88, 0.132, 0.04, 0.725])\n",
    "cbar = fig_confocal.colorbar(im, cax=cbar_ax, ticks=[0, 5e5, 10e5, 15e5, 20e5])\n",
    "cbar.ax.set_yticklabels([r\"$0$\", r\"$0.5$\", r\"$1$\", r\"$1.5$\", r\"$2$\"])\n",
    "cbar.ax.set_title(r\"$\\mathrm{CPS}\\ (10^5)$\", fontsize = 16)\n",
    "\n",
    "# Create a Rectangle patch\n",
    "rect = patches.Rectangle((5, 5), 20, 1, linewidth=1, edgecolor='none', facecolor='white')\n",
    "ax_confocal.add_patch(rect)\n",
    "\n",
    "\n",
    "ax_confocal.get_xaxis().set_visible(False)\n",
    "ax_confocal.get_yaxis().set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92d01342-6fbe-4287-9b4f-3e4f8878b4b0",
   "metadata": {},
   "source": [
    "## 1c,d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "14964b02-55c9-458e-ab24-bdab380501c4",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.09690644 90.94493741  0.62122182]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\41578\\AppData\\Local\\Temp\\ipykernel_25284\\1781639350.py:14: RuntimeWarning: invalid value encountered in power\n",
      "  return A*np.exp(-(x/T)**(2/3))\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '$T_2\\\\ (\\\\mathrm{\\\\mu s})$')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "######################## XY8 results ###########################\n",
    "\n",
    "XY8A5tau50 = Data(\"Data/XY8/XY8_tau50.txt\", 4, dataType = \"XY8\")\n",
    "XY8A5tau100 = Data(\"Data/XY8/XY8_tau100.txt\", 4, dataType = \"XY8\")\n",
    "XY8A5tau200 = Data(\"Data/XY8/XY8_tau200.txt\", 4, dataType = \"XY8\")\n",
    "XY8A5tau400 = Data(\"Data/XY8/XY8_tau400.txt\", 4, dataType = \"XY8\")\n",
    "XY8A5tau800 = Data(\"Data/XY8/XY8_tau800.txt\", 4, dataType = \"XY8\")\n",
    "DROIDA5tau100 = Data(\"Data/XY8/DROID.txt\", dataType = \"DROID2\")\n",
    "\n",
    "dataSet = [XY8A5tau50, XY8A5tau100, XY8A5tau200, XY8A5tau400, XY8A5tau800]\n",
    "intervalSet = [50, 100, 200, 400, 800]\n",
    "\n",
    "cmap = matplotlib.colormaps.get_cmap(\"plasma\")\n",
    "\n",
    "def exp_stretched(x, A, T):\n",
    "    return A*np.exp(-(x/T)**(2/3))\n",
    "\n",
    "T2 = np.zeros(len(dataSet))\n",
    "T2_err = np.zeros(len(dataSet))\n",
    "\n",
    "fig_XY8, ax_XY8 = plt.subplots(1, 2, figsize = (10, 4))\n",
    "plt.subplots_adjust(bottom=.05, top=.95, hspace=.1, wspace = .4)\n",
    "\n",
    "for (i_data, data) in enumerate(dataSet):\n",
    "  popt, pcov = curve_fit(exp_stretched, data.time, data.contrast[0], p0 = [0.06, 50], maxfev = 5000)\n",
    "  T2[i_data] =  popt[1]\n",
    "  T2_err[i_data] =  pcov[1, 1]\n",
    "  ax_XY8[0].errorbar(data.time, data.contrast[0]/data.contrast[0][0], data.contrast_err[0]/data.contrast[0][0],\n",
    "                  fmt = \"o\", mec = \"k\", color = cmap(i_data/len(dataSet)),\n",
    "                  label = r\"$\\mathrm{XY8}\\ \\tau_p = \"+str(intervalSet[i_data])+\"\\ \\mathrm{ns}$\")\n",
    "  fitTime = np.linspace(0, 32, 101)\n",
    "  fitContrast = exp_stretched(fitTime, *popt)\n",
    "  ax_XY8[0].errorbar(fitTime, fitContrast/fitContrast[0], color = cmap(i_data/len(dataSet)), alpha = 0.5)\n",
    "  ax_XY8[1].errorbar(intervalSet[i_data], T2[i_data], T2_err[i_data], fmt = \"o\", mec = \"k\", color = cmap(i_data/len(dataSet)))\n",
    "\n",
    "\n",
    "######################## DROID DD results ###########################\n",
    "def exp_stretched(x, A, T, alpha):\n",
    "    return A*np.exp(-(x/T)**(alpha))\n",
    "\n",
    "data = DROIDA5tau100\n",
    "ax_XY8[0].errorbar(data.time, data.contrast[0]/data.contrast[0][0], data.contrast_err[0]/data.contrast[0][0],\n",
    "                  fmt = \"o\", mec = \"k\", color = \"k\",\n",
    "                  label = r\"$\\mathrm{DROID}$\")\n",
    "popt, pcov = curve_fit(exp_stretched, data.time, data.contrast[0], p0 = [0.1, 100, 0.5], maxfev = 5000)\n",
    "print(popt)\n",
    "fitTime = np.linspace(0, 32, 101)\n",
    "fitContrast = exp_stretched(fitTime, *popt)\n",
    "ax_XY8[0].errorbar(fitTime, fitContrast/fitContrast[0], color = 'k', alpha = 0.5)\n",
    "\n",
    "ax_XY8[0].set_xlabel(r\"$t\\ (\\mu\\mathrm{s})$\")\n",
    "ax_XY8[0].set_ylabel(r\"$S_x(t)/S_x(0)$\")\n",
    "ax_XY8[0].set_ylim([-0.05, 1.05])\n",
    "ax_XY8[0].legend()\n",
    "\n",
    "ax_XY8[0].set_ylim([-0.05, 1.05])\n",
    "ax_XY8[0].set_xlim([-2, 34])\n",
    "\n",
    "ax_XY8[1].set_xlabel(r\"$\\tau_p\\ (\\mathrm{ns})$\")\n",
    "ax_XY8[1].set_ylabel(r\"$T_2\\ (\\mathrm{\\mu s})$\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef1f6d83-01f9-4fe1-b4dd-633c75e0c4d0",
   "metadata": {},
   "source": [
    "## 1e"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "3f6d800c-891b-4c8c-90ab-b99e9b0b5094",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8952527901914682\n",
      "0.011472330902077001\n",
      "0.9697833721159305\n",
      "0.012360360839572466\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.axis.XTick at 0x1bd9090e110>,\n",
       " <matplotlib.axis.XTick at 0x1bd90979150>,\n",
       " <matplotlib.axis.XTick at 0x1bd909cdc90>]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ODMR1 = Data(\"Data/ODMR_wo_shelving.txt\", 2, dataType = 'ODMR')\n",
    "ODMR2 = Data(\"Data/ODMR_w_shelving.txt\", 2, dataType = 'ODMR')\n",
    "\n",
    "fig_ODMR, ax_ODMR = plt.subplots(figsize = (4, 4))\n",
    "\n",
    "def double_lorentzian(x, A1, A2, f, gamma, C):\n",
    "  f1 = f\n",
    "  f2 = f + 0.00303\n",
    "  return A1/(1 + ((x-f1)/gamma)**2) + A2/(1 + ((x-f2)/gamma)**2) + C\n",
    "\n",
    "popt, pcov = curve_fit(double_lorentzian, ODMR1.haxis[:-3], ODMR1.contrast[0][:-3], p0 = [-3.8e-2, -5e-3, 1.7425, 5e-4, 1], maxfev = 5000)\n",
    "perr = np.sqrt(np.diag(pcov))\n",
    "\n",
    "fitFreq = np.linspace(np.min(ODMR1.haxis), np.max(ODMR1.haxis), 1001)\n",
    "fitContrast = double_lorentzian(fitFreq, *popt)\n",
    "\n",
    "# Calculate the hyperpolarization\n",
    "A1 = np.abs(popt[0])\n",
    "A1_err = perr[0]\n",
    "A2 = np.abs(popt[1])\n",
    "A2_err = perr[1]\n",
    "\n",
    "p = A1/(A1+A2)\n",
    "p_err = np.sqrt(((1/(A1+A2) - A1/(A1+A2)**2)*A1_err)**2 + ((A1/(A1+A2)**2)*A2_err)**2)\n",
    "print(p)\n",
    "print(p_err)\n",
    "\n",
    "ax_ODMR.errorbar(ODMR1.haxis, ODMR1.contrast[0]/ODMR1.contrast[0, 0],\n",
    "                 ODMR1.contrast_err[0]/ODMR1.contrast[0, 0], fmt = \"o\", mec = \"k\", color = \"navy\")\n",
    "\n",
    "ax_ODMR.errorbar(fitFreq, fitContrast/ODMR1.contrast[0, 0], color = \"navy\", alpha = 0.5)\n",
    "\n",
    "popt, pcov = curve_fit(double_lorentzian, ODMR2.haxis[:-3], ODMR2.contrast[0][:-3], p0 = [-3.8e-2, 0, 1.7425, 5e-4, 1], maxfev = 5000)\n",
    "perr = np.sqrt(np.diag(pcov))\n",
    "\n",
    "A1 = np.abs(popt[0])\n",
    "A1_err = perr[0]\n",
    "A2 = np.abs(popt[1])\n",
    "A2_err = perr[1]\n",
    "p = A1/(A1+A2)\n",
    "p_err = np.sqrt(((1/(A1+A2) - A1/(A1+A2)**2)*A1_err)**2 + ((A1/(A1+A2)**2)*A2_err)**2)\n",
    "print(p)\n",
    "print(p_err)\n",
    "\n",
    "fitFreq = np.linspace(np.min(ODMR2.haxis), np.max(ODMR2.haxis), 1001)\n",
    "fitContrast = double_lorentzian(fitFreq, *popt)\n",
    "\n",
    "ax_ODMR.errorbar(ODMR2.haxis, ODMR2.contrast[0]/ODMR2.contrast[0, 0]*0.999,\n",
    "                 ODMR2.contrast_err[0]/ODMR2.contrast[0, 0]*0.999, fmt = \"o\", mec = \"k\", color = \"crimson\")\n",
    "\n",
    "ax_ODMR.errorbar(fitFreq, fitContrast/ODMR2.contrast[0, 0]*0.999, color = \"crimson\", alpha = 0.5)\n",
    "\n",
    "ax_ODMR.set_xlabel(r\"$f\\ (\\mathrm{GHz})$\")\n",
    "ax_ODMR.set_ylabel(r\"$C(f)$\")\n",
    "ax_ODMR.set_xticks([1.740, 1.743, 1.746])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37aeec72-d5f8-4256-91b5-e009143504ec",
   "metadata": {},
   "source": [
    "## 1f, g"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "09222505-f348-4857-b08e-5fad7103f7ff",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\41578\\AppData\\Local\\Temp\\ipykernel_25284\\922179100.py:7: RuntimeWarning: invalid value encountered in power\n",
      "  return A*np.exp(-(x/T)**(alpha))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[65.26948195 16.45203475]\n",
      "[65.31575831 15.02555918]\n",
      "[64.74775235 12.58967887]\n",
      "[64.5643132  10.98323262]\n",
      "[64.04035408  9.61280506]\n",
      "Experiment\n",
      "[ 0.10817773 11.40086527]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2, figsize = (12, 4))\n",
    "\n",
    "plt.subplots_adjust(bottom=.05, top=.95, hspace=.27, wspace = .4)\n",
    "\n",
    "alpha = 2/3\n",
    "def exp_stretched(x, A, T):\n",
    "    return A*np.exp(-(x/T)**(alpha))\n",
    "\n",
    "file_dir_list = ['Data/density/dcTWA_den_fit_d6_summary.json',\n",
    "                 'Data/density/dcTWA_den_fit_d7_summary.json',\n",
    "                 'Data/density/dcTWA_den_fit_d8_summary.json',\n",
    "                 'Data/density/dcTWA_den_fit_d9_summary.json',\n",
    "                 'Data/density/dcTWA_den_fit_d10_summary.json',\n",
    "                 ]\n",
    "den_list = [6, 7, 8, 9, 10]\n",
    "N_data = len(den_list)\n",
    "\n",
    "cmap = matplotlib.colormaps.get_cmap(\"viridis\")\n",
    "\n",
    "for (i_data, file_dir) in enumerate(file_dir_list):\n",
    "    with open(file_dir) as data_file:\n",
    "        data_summary = json.loads(data_file.read())\n",
    "\n",
    "    N = data_summary['params']['N']\n",
    "    T = data_summary['params']['T']\n",
    "\n",
    "    Sx_list = np.array(data_summary['S'])[:, :, 0]\n",
    "    time = np.array(data_summary['time'])\n",
    "    Sx_ave = np.mean(Sx_list, axis = 0)\n",
    "\n",
    "    # Fit a time scale\n",
    "    popt, pcov = curve_fit(exp_stretched, time, Sx_ave, p0 = [0.8, 10], maxfev = 5000)\n",
    "    print(popt)\n",
    "\n",
    "    fit_time = np.linspace(0, 20, 1001)\n",
    "    fit_contrast = exp_stretched(fit_time, *popt)\n",
    "\n",
    "    ax[0].plot(time, Sx_ave/Sx_ave[0], color = cmap(i_data/N_data))\n",
    "    # ax[0].plot(fit_time, fit_contrast/fit_contrast[0], color = cmap(i_data/N_data), ls = \"--\")\n",
    "\n",
    "    ax[1].plot(time, -np.log(Sx_ave/Sx_ave[0]), color = cmap(i_data/N_data), label = r\"$\"+str(den_list[i_data])+\"\\ \\mathrm{ppm}\\cdot\\mathrm{nm}$\")\n",
    "\n",
    "Sx = np.array([0.1034105089051155, 0.09449797940477322, 0.08526438087924226, 0.07728013066948503,\n",
    "               0.0720078823017214, 0.06588681030047228, 0.06151607229587741, 0.05765666506828637,\n",
    "               0.054987500247437926, 0.05132059668615485, 0.04885670015175669, 0.04607697751650541,\n",
    "               0.044081655475621484, 0.041013534080053815, 0.03981644258207584, 0.03809876447581795,\n",
    "                0.03666840953882711, 0.03393491772482504, 0.0331619826009939, 0.03252924336962737,\n",
    "               0.031197533657040366])\n",
    "t = np.array([ 0. , 0.8,  1.6, 2.4, 3.2, 4, 4.8, 5.6, 6.4, 7.2, 8. , 8.8, 9.6, 10.4, 11.2, 12, 12.8, 13.6, 14.4, 15.2, 16.])\n",
    "\n",
    "print(\"Experiment\")\n",
    "popt, pcov = curve_fit(exp_stretched, t, Sx, p0 = [0.8, 10], maxfev = 5000)\n",
    "print(popt)\n",
    "fit_time = np.linspace(0, 20, 1001)\n",
    "fit_contrast = exp_stretched(fit_time, *popt)\n",
    "\n",
    "# ax[0].plot(fit_time, fit_contrast/fit_contrast[0], color = \"navy\", ls = \"--\")\n",
    "ax[0].errorbar(t, Sx/Sx[0], fmt = \"o\", mec = \"k\", color = \"navy\")\n",
    "ax[1].errorbar(t, -np.log(Sx/Sx[0]), fmt = \"o\", mec = \"k\", color = \"navy\")\n",
    "ax[1].legend()\n",
    "\n",
    "ax[0].set_xlim([0, 20])\n",
    "ax[0].set_ylim([0, 1])\n",
    "\n",
    "ax[1].set_xlim([1, 20])\n",
    "ax[1].set_ylim([0.1, 3])\n",
    "\n",
    "ax[0].set_xlabel(r\"$t\\ (\\mu\\mathrm{s})$\")\n",
    "ax[0].set_ylabel(r\"$S_x(t)/S_x(0)$\")\n",
    "\n",
    "ax[1].set_xlabel(r\"$t\\ (\\mu\\mathrm{s})$\")\n",
    "ax[1].set_ylabel(r\"$-\\log(S_x(t)/S_x(0))$\")\n",
    "\n",
    "ax[1].set_xscale('log')\n",
    "ax[1].set_yscale('log')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "570bea63-1510-4098-a200-b3a1c04f368b",
   "metadata": {},
   "source": [
    "# Extended Figure 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "7fa1555f-9bb8-49c9-9e69-d0c1963985ec",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\41578\\AppData\\Local\\Temp\\ipykernel_25284\\336145071.py:14: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n",
      "  cmap = matplotlib.cm.get_cmap(\"viridis\")\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1bd976c3950>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def extract_squeezing(yy,yz,zz):\n",
    "    return (yy+zz)/2-(((yy-zz)/2)**2+yz**2)**0.5\n",
    "\n",
    "def extract_antisqueezing(yy,yz,zz):\n",
    "    return (yy+zz)/2+(((yy-zz)/2)**2+yz**2)**0.5\n",
    "\n",
    "def exp_stretched(x, T):\n",
    "    return np.exp(-(x/T)**(2/3))\n",
    "\n",
    "\n",
    "from matplotlib.cm import ScalarMappable\n",
    "fig, ax = plt.subplots(1, 2, figsize=(12, 6))\n",
    "fig.tight_layout(pad=4.0)\n",
    "cmap = matplotlib.cm.get_cmap(\"viridis\") \n",
    "    \n",
    "N = 15\n",
    "\n",
    "data_set = ['Data/dcTWA/Krylov_evo_LE_r01_summary.json', 'Data/dcTWA/Krylov_evo_LE_r4_summary.json', \n",
    "           'Data/dcTWA/Krylov_evo_LE_r8_summary.json',  'Data/dcTWA/Krylov_evo_LE_r16_summary.json']\n",
    "r_set = [0.1, 4, 8, 16]\n",
    "Npos_set = [120, 40, 40, 40]\n",
    "N_data = len(data_set)\n",
    "\n",
    "for (i_data, data) in enumerate(data_set):\n",
    "    # Directly load from file\n",
    "    with open(data) as data_file:\n",
    "        data_summary = json.loads(data_file.read())\n",
    "\n",
    "    Npos = Npos_set[i_data]\n",
    "    Sx_list = np.array(data_summary['Sx'])\n",
    "    corr_list = np.array(data_summary['corr'])\n",
    "    time = np.array(data_summary['time'])\n",
    "    Npos = data_summary['Npos']\n",
    "\n",
    "    Sx_ave = np.mean(Sx_list, axis = 0)\n",
    "    Sx_std = np.std(Sx_list, axis = 0)\n",
    "    corr_ave = np.mean(corr_list, axis = 0)\n",
    "\n",
    "    ax[0].plot(time, Sx_ave/Sx_ave[0], color = cmap(i_data/N_data), label = r\"$r_\\mathrm{min} = \"+str(r_set[i_data])+\"\\ \\mathrm{nm}$\")\n",
    "    ax[0].fill_between(time,  (Sx_ave-Sx_std/np.sqrt(Npos))/Sx_ave[0],  (Sx_ave+Sx_std/np.sqrt(Npos))/Sx_ave[0], alpha = 0.2, color = cmap(i_data/N_data))\n",
    "    ax[1].plot(time, -np.log(Sx_ave/Sx_ave[0]), color = cmap(i_data/N_data))\n",
    "    ax[1].fill_between(time,  -np.log((Sx_ave-Sx_std/np.sqrt(Npos))/Sx_ave[0]),  -np.log((Sx_ave+Sx_std/np.sqrt(Npos))/Sx_ave[0]), alpha = 0.2, color = cmap(i_data/N_data))\n",
    "\n",
    "ax[0].axhline(y = 1/np.e, color = 'k', alpha = 0.25)\n",
    "\n",
    "time_guide = np.linspace(1*time[-1]/1e1, 1*time[-1], 1001)\n",
    "ax[1].plot(time_guide, 1*time_guide**(1/3), color = \"orange\", ls='--', label = r\"$p = 1/3$\")\n",
    "\n",
    "time_guide = np.linspace(time[-1]/1e3, time[-1], 1001)\n",
    "ax[1].plot(time_guide, 4e-1*time_guide**(2/3), color = \"purple\", ls='--', label = r\"$p = 2/3$\")\n",
    "\n",
    "time_guide = np.linspace(1*time[-1]/1e3, 2*time[-1]/1e2, 1001)\n",
    "ax[1].plot(time_guide, 4e-2*time_guide**(2), color = \"red\", ls='--', label = r\"$p = 2$\")\n",
    "\n",
    "ax[0].set_xlim([0, 40])\n",
    "ax[0].set_ylim([-0.05, 1.05])\n",
    "ax[0].set_xlabel(r\"$t\\ (\\mu\\mathrm{s})$\")\n",
    "ax[0].set_ylabel(r\"$S_x(t)/S_x(0)$\")\n",
    "ax[0].legend(fontsize = 14, loc = \"lower left\")\n",
    "\n",
    "ax[1].set_ylim([5e-2, 5e1])\n",
    "ax[1].set_ylim([1e-2, 1e1])\n",
    "ax[1].set_xlabel(r\"$t\\ (\\mu\\mathrm{s})$\")\n",
    "ax[1].set_ylabel(r\"$-\\log S_x(t)/S_x(0)$\")\n",
    "ax[1].set_xscale('log')\n",
    "ax[1].set_yscale('log')\n",
    "ax[1].legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4ddd6f2-3acd-4afe-b3d9-9b53894c9f67",
   "metadata": {},
   "source": [
    "# Extended Figure 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "747e3bb4-21da-445d-9be2-cb6a6b774033",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[58.09485777 15.92142602]\n",
      "[60.24081604 15.79586982]\n",
      "[63.26711785 16.71674016]\n",
      "[ 3.86163905e+01 -1.31620691e+09]\n",
      "[ 4.16269800e+01 -1.26292941e+09]\n",
      "Experiment\n",
      "[ 1.00180121 16.23538884]\n",
      "[52.90171096 15.76705526]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\41578\\AppData\\Local\\Temp\\ipykernel_89964\\653361212.py:102: RuntimeWarning: invalid value encountered in divide\n",
      "  flip_prob = (4*r_eff**3*(np.sqrt(1+4*r_eff**6) - 1))/(4*r_eff**6 + (np.sqrt(1+4*r_eff**6) - 1)**2)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[50.81198137 16.48363556]\n",
      "[ 2.87456147e+01 -8.23682414e+08]\n",
      "[ 2.76777173e+01 -1.10053092e+09]\n",
      "[ 2.65651840e+01 -1.64344633e+09]\n",
      "Experiment\n",
      "[ 1.01997264 17.15787167]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x1000 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "alpha = 1\n",
    "def exp_stretched(x, A, T):\n",
    "    return A*np.exp(-(x/T)**(alpha))\n",
    "\n",
    "# Combine the figures together \n",
    "fig, ax = plt.subplots(2, 3, figsize = (16, 10))\n",
    "fig.tight_layout(w_pad=4, h_pad = 4)\n",
    "cmap = matplotlib.colormaps.get_cmap(\"viridis\") \n",
    "\n",
    "################################### Shelving method #################################\n",
    "\n",
    "## Plot the shelving effectiveness\n",
    "r_eff = 1\n",
    "Omega = 1/r_eff**3\n",
    "\n",
    "r = np.linspace(1e-4, 3, 101)\n",
    "Delta = 1/r**3\n",
    "\n",
    "p_shelve = Omega**2/(Omega**2 + Delta**2)*np.sin(np.sqrt((Delta/Omega)**2 + 1)*np.pi/2)**2\n",
    "ax[0, 0].plot(r, 1 - p_shelve, color = \"k\")\n",
    "\n",
    "ax[0, 0].set_xlabel(r\"$r_\\mathrm{NN}/r_\\mathrm{shelve}$\")\n",
    "ax[0, 0].set_ylabel(r\"$p_\\mathrm{shelve}$\")\n",
    "\n",
    "## Plot the fitting result \n",
    "file_dir_list = ['Data/density/dcTWA_den_fit_d8_th5_summary.json',\n",
    "                 'Data/density/dcTWA_den_fit_d8_th6_summary.json',\n",
    "                 'Data/density/dcTWA_den_fit_d8_th7_summary.json',\n",
    "                 'Data/density/dcTWA_den_fit_d8_th8_summary.json',\n",
    "                 'Data/density/dcTWA_den_fit_d8_th9_summary.json'\n",
    "                 ]\n",
    "th_list = [5, 6, 7, 8, 9]\n",
    "N_data = len(th_list)\n",
    "\n",
    "for (i_data, file_dir) in enumerate(file_dir_list):\n",
    "    with open(file_dir) as data_file:\n",
    "        data_summary = json.loads(data_file.read())\n",
    "\n",
    "    N = data_summary['params']['N']\n",
    "    T = data_summary['params']['T']\n",
    "\n",
    "    Sx_list = np.array(data_summary['S'])[:, :, 0]\n",
    "    time = np.array(data_summary['time'])\n",
    "    Sx_ave = np.mean(Sx_list, axis = 0)\n",
    "    \n",
    "    # Fit a time scale\n",
    "    popt, pcov = curve_fit(exp_stretched, time, Sx_ave, p0 = [0.8, 15], maxfev = 5000)  \n",
    "    print(popt)\n",
    "    \n",
    "    fit_time = np.linspace(0, 20, 1001)\n",
    "    fit_contrast = exp_stretched(fit_time, *popt)\n",
    "    \n",
    "    ax[0, 1].plot(time, Sx_ave/Sx_ave[0], color = cmap(i_data/N_data))\n",
    "    ax[0, 2].plot(time, -np.log(Sx_ave/Sx_ave[0]), color = cmap(i_data/N_data), label = r\"$r_\\mathrm{shelve} = \"+str(th_list[i_data])+\"\\ \\mathrm{nm}$\")\n",
    "\n",
    "\n",
    "# N = 1 data\n",
    "Sx = np.array([1, 0.9843404044316845,  0.9408003066153138,  0.9054595244859615,\n",
    "               0.8547045484446785, 0.809891236342659, 0.7631068868283905,\n",
    "               0.7132170399262909, 0.686957484802088, 0.6412711173456516,\n",
    "               0.6102493056994394, 0.5774319270031617, 0.5441123037918054,\n",
    "               0.5274597778014475, 0.4971097613618501, 0.4817931686245639,\n",
    "               0.46045574147641827, 0.45009458436216787, 0.43214456866313283,\n",
    "               0.40916311140392353, 0.4036547084736105, 0.3752690430415968,\n",
    "               0.3701661893023146, 0.3603837169984667])\n",
    "Sx_err = np.array([0, 0.0043560248370651975, 0.0045502171357008495, 0.004722131428986061, 0.004996108780780818, 0.005270001302299591, 0.00557254979911685,\n",
    "                   0.005955326729762874, 0.006183499409170543, 0.00658839494112756, 0.006934648796455484, 0.007325818710537834, 0.0077527135847925656,\n",
    "                   0.008007201209049113, 0.008487079232112773, 0.008725415343456399, 0.009140299717078349, 0.009357182224509411, 0.009757022455874778,\n",
    "                   0.010265054345034176, 0.010409822708830343, 0.011198162843030135, 0.011343414067127612, 0.011657542013195571])\n",
    "t = np.array([0, 1, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23, 25, 27, 29, 31, 33, 35, 37, 39, 41, 43, 45])*0.4    \n",
    "    \n",
    "print(\"Experiment\")\n",
    "popt, pcov = curve_fit(exp_stretched, t, Sx, p0 = [0.8, 10], maxfev = 5000)  \n",
    "print(popt)\n",
    "fit_time = np.linspace(0, 20, 1001)\n",
    "fit_contrast = exp_stretched(fit_time, *popt)\n",
    "\n",
    "# ax[0].plot(fit_time, fit_contrast/fit_contrast[0], color = \"navy\", ls = \"--\")\n",
    "ax[0, 1].errorbar(t, Sx, Sx_err, fmt = \"o\", mec = \"k\", color = \"navy\")\n",
    "ax[0, 2].errorbar(t, -np.log(Sx), Sx_err/Sx, fmt = \"o\", mec = \"k\", color = \"navy\")\n",
    "ax[0, 2].legend()\n",
    "\n",
    "ax[0, 1].set_xlim([0, 20])\n",
    "ax[0, 1].set_ylim([-0.05, 1.05])\n",
    "ax[0, 1].set_xlabel(r\"$t\\ (\\mu\\mathrm{s})$\")\n",
    "ax[0, 1].set_ylabel(r\"$S_x(t)/S_x(0)$\")\n",
    "\n",
    "ax[0, 2].set_xlim([1, 20])\n",
    "ax[0, 2].set_ylim([3e-2, 2])\n",
    "\n",
    "ax[0, 2].set_xlabel(r\"$t\\ (\\mu\\mathrm{s})$\")\n",
    "ax[0, 2].set_ylabel(r\"$-\\log(S_x(t)/S_x(0))$\")\n",
    "\n",
    "ax[0, 2].set_xscale('log')\n",
    "ax[0, 2].set_yscale('log')\n",
    "\n",
    "########################################### Depolarization method ###############################################\n",
    "\n",
    "## Plot the adia depol effectiveness \n",
    "\n",
    "r_eff = np.linspace(0, 2, 101)\n",
    "flip_prob = (4*r_eff**3*(np.sqrt(1+4*r_eff**6) - 1))/(4*r_eff**6 + (np.sqrt(1+4*r_eff**6) - 1)**2)\n",
    "\n",
    "ax[1, 0].plot(r_eff, 1- flip_prob, color = 'k')\n",
    "ax[1, 0].set_ylabel(r\"$p_\\mathrm{depol}$\")\n",
    "ax[1, 0].set_xlabel(r\"$r_\\mathrm{NN}/r_\\mathrm{depol}$\")\n",
    "\n",
    "\n",
    "# Plot the fitting result \n",
    "file_dir_list = ['Data/density/dcTWA_den_fit_d8_th10_adia_s2_summary.json',\n",
    "                 'Data/density/dcTWA_den_fit_d8_th12_adia_s2_summary.json',\n",
    "                 'Data/density/dcTWA_den_fit_d8_th14_adia_s2_summary.json',\n",
    "                 'Data/density/dcTWA_den_fit_d8_th16_adia_s2_summary.json',\n",
    "                 'Data/density/dcTWA_den_fit_d8_th18_adia_s2_summary.json'\n",
    "                 ]\n",
    "th_list = [10, 12, 14, 16, 18]\n",
    "N_data = len(th_list)\n",
    "\n",
    "for (i_data, file_dir) in enumerate(file_dir_list):\n",
    "    with open(file_dir) as data_file:\n",
    "        data_summary = json.loads(data_file.read())\n",
    "\n",
    "    N = data_summary['params']['N']\n",
    "    T = data_summary['params']['T']\n",
    "\n",
    "    Sx_list = np.array(data_summary['S'])[:, :, 0]\n",
    "    time = np.array(data_summary['time'])\n",
    "    Sx_ave = np.mean(Sx_list, axis = 0)\n",
    "    \n",
    "    # Fit a time scale\n",
    "    popt, pcov = curve_fit(exp_stretched, time, Sx_ave, p0 = [0.8, 15], maxfev = 5000)  \n",
    "    print(popt)\n",
    "    \n",
    "    fit_time = np.linspace(0, 20, 1001)\n",
    "    fit_contrast = exp_stretched(fit_time, *popt)\n",
    "    \n",
    "    ax[1, 1].plot(time, Sx_ave/Sx_ave[0], color = cmap(i_data/N_data))\n",
    "    ax[1, 2].plot(time, -np.log(Sx_ave/Sx_ave[0]), color = cmap(i_data/N_data), label = r\"$r_\\mathrm{depol} = \"+str(th_list[i_data])+\"\\ \\mathrm{nm}$\")\n",
    "\n",
    "Sx = np.array([1, 0.9887769100814865, 0.9647904933880727, 0.9233631599099899, 0.8728384423821628, \n",
    "               0.8342467143113906, 0.8096806780899346, 0.7542400733664419, 0.7130672561575707, \n",
    "               0.6761888003011214, 0.6503196172346621, 0.6068343067031914, 0.5890216496770206,\n",
    "               0.5604927169587723, 0.5418554463760838, 0.5155948237446353, 0.492295148862978,\n",
    "               0.47368656821372873, 0.45480780462599324, 0.4374366848416823, 0.41634466188234354, 0.4027748218706031])\n",
    "Sx_err = np.array([0, 0.004457713430633281, 0.0045578128799242225, 0.0047661900721051925, 0.005031450005807448,\n",
    "                   0.005247321964995082, 0.005408502287933729, 0.005769432257717887, 0.006123450200166835,\n",
    "                   0.006427516730651618, 0.006700154604894334, 0.007176006003950297, 0.0073879599978573934,\n",
    "                   0.007746444483130784, 0.008011878964985371, 0.008419697167105784, 0.008805339504328172,\n",
    "                   0.009141457127630752, 0.009549449473393255, 0.009878092169966313, 0.010400149898357042,\n",
    "                   0.010752394636523263])\n",
    "                  \n",
    "t = np.array([0, 1, 3, 5, 7, 9, 11, 13, 15, 17, 19, 21, 23, 25, 27, 29, 31, 33, 35, 37, 39, 41])*0.4\n",
    "    \n",
    "print(\"Experiment\")\n",
    "popt, pcov = curve_fit(exp_stretched, t, Sx, p0 = [0.8, 10], maxfev = 5000)  \n",
    "print(popt)\n",
    "fit_time = np.linspace(0, 20, 1001)\n",
    "fit_contrast = exp_stretched(fit_time, *popt)\n",
    "\n",
    "# ax[0].plot(fit_time, fit_contrast/fit_contrast[0], color = \"navy\", ls = \"--\")\n",
    "ax[1, 1].errorbar(t, Sx, Sx_err, fmt = \"o\", mec = \"k\", color = \"navy\")\n",
    "ax[1, 2].errorbar(t, -np.log(Sx/Sx[0]), Sx_err/Sx, fmt = \"o\", mec = \"k\", color = \"navy\")\n",
    "ax[1, 2].legend()\n",
    "\n",
    "ax[1, 1].set_xlim([0, 20])\n",
    "ax[1, 1].set_ylim([-0.05, 1.05])\n",
    "ax[1, 1].set_xlabel(r\"$t\\ (\\mu\\mathrm{s})$\")\n",
    "ax[1, 1].set_ylabel(r\"$S_x(t)/S_x(0)$\")\n",
    "\n",
    "ax[1, 2].set_xlim([1, 20])\n",
    "ax[1, 2].set_ylim([3e-2, 2])\n",
    "\n",
    "ax[1, 2].set_xlabel(r\"$t\\ (\\mu\\mathrm{s})$\")\n",
    "ax[1, 2].set_ylabel(r\"$-\\log(S_x(t)/S_x(0))$\")\n",
    "\n",
    "ax[1, 2].set_xscale('log')\n",
    "ax[1, 2].set_yscale('log')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f9a4ae2-8fb2-4b10-87ea-a1f4b0b5f6ce",
   "metadata": {},
   "source": [
    "# Extended Figure 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "bb038485-c1a0-49f9-b966-63f7e50f04c0",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def extract_squeezing(yy,yz,zz):\n",
    "    return (yy+zz)/2-(((yy-zz)/2)**2+yz**2)**0.5\n",
    "\n",
    "def extract_antisqueezing(yy,yz,zz):\n",
    "    return (yy+zz)/2+(((yy-zz)/2)**2+yz**2)**0.5\n",
    "\n",
    "def extract_T2(data_summary, t_lower, t_upper, alpha, chi_t, Ntot = 20, mask=None):\n",
    "    def exp_stretched(x, A, T):\n",
    "        return A*np.exp(-(x/T)**(alpha))\n",
    "\n",
    "    N = data_summary['params']['N']\n",
    "    Trot = data_summary['params']['Trot']\n",
    "    T = data_summary['params']['T']\n",
    "    \n",
    "    if 'Nangle' in data_summary['params']:\n",
    "        Ntot = data_summary['params']['Nangle']\n",
    "    \n",
    "\n",
    "    Sx_list = np.array(data_summary['S'])[:, :, 0]\n",
    "    corr_list = np.array(data_summary['corr'])\n",
    "    time = np.array(data_summary['time'])\n",
    "    N = np.array(data_summary['params']['N'])\n",
    "    \n",
    "    Sx_rot_list = np.array(data_summary['S_rot'])[:, :, :, 0]\n",
    "    corr_rot_list = np.array(data_summary['corr_rot'])\n",
    "    time_rot = np.array(data_summary['time_rot'])\n",
    "    \n",
    "        \n",
    "    if mask is None:\n",
    "        mask = np.arange(0, Sx_list.shape[0], 1)\n",
    "        \n",
    "    # Average the data \n",
    "    Sx_ave = np.mean(Sx_list[mask], axis = 0)/N\n",
    "    Sx_std = np.std(Sx_list[mask], axis = 0)/N\n",
    "    Sx_rot_ave = np.mean(Sx_rot_list[mask], axis = 0)/N\n",
    "    Sx_rot_std = np.std(Sx_rot_list[mask], axis = 0)/N\n",
    "    corr_ave = np.mean(corr_list[mask], axis = 0)/N\n",
    "    corr_rot_ave = np.mean(corr_rot_list[mask], axis = 0)/N\n",
    "    \n",
    "    # Get the angle when doing the rotation (suppose we know the correlations)\n",
    "    theta_list = np.linspace(0, np.pi, Ntot + 1)\n",
    "    chi_t_untwist = (chi_t**2*np.tan(theta_list) - chi_t*(np.tan(theta_list)**2 - 1))/((1 + chi_t**2)*np.tan(theta_list)**2 + 2*chi_t*np.tan(theta_list) + 1)\n",
    "    T_offset = -chi_t_untwist/chi_t*Trot\n",
    "    \n",
    "    T2_log = np.zeros(Ntot)\n",
    "    T2_err_log = np.zeros(Ntot)\n",
    "    A_log = np.zeros(Ntot)\n",
    "    varSz_log = np.zeros(Ntot)\n",
    "    \n",
    "    for i in range(Ntot):\n",
    "        t = time - T_offset[i] \n",
    "        contrast = Sx_rot_ave[i, :]\n",
    "\n",
    "        r = np.logical_and((t <= t_upper), (t >= t_lower))\n",
    "        popt, pcov = curve_fit(exp_stretched, t[r], contrast[r], p0 = [0.8, 20], maxfev = 5000)   \n",
    "        T2_log[i] = popt[1]\n",
    "        A_log[i] = popt[0]\n",
    "        T2_err_log[i] = pcov[1, 1]\n",
    "        varSz_log[i] = corr_rot_ave[i, 0, 2]\n",
    "    \n",
    "    return varSz_log, T2_log, T2_err_log"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b5a10e18-b56a-4499-9b54-b3d70964468c",
   "metadata": {},
   "outputs": [],
   "source": [
    "########################################## Load experiment data #####################################\n",
    "A5ShelveN4Ang12Data1 = Data(\"Data/LE_TUT_OAT_2024-10-26_002.txt\", dataType = 'XY8')\n",
    "A5ShelveN8Ang12Data1 = Data(\"Data/LE_TUT_OAT_2024-10-19_002.txt\", dataType = 'XY8')\n",
    "\n",
    "####################################### Load numerical data (mapping verification) ####################################\n",
    "file_dir_list = ['Data/dcTWA/dcTWA_d8_th7_t08_pol08_summary.json',\n",
    "                 'Data/dcTWA/dcTWA_d8_th7_t16_pol08_summary.json',\n",
    "                 'Data/dcTWA/dcTWA_d8_th7_t24_pol08_summary.json',\n",
    "                 'Data/dcTWA/dcTWA_d8_th7_t32_pol08_summary.json',\n",
    "                 'Data/dcTWA/dcTWA_d8_th7_t40_pol08_summary.json']\n",
    "\n",
    "# Fitting parameters\n",
    "t_lower_list = [0.8, 1.6, 2.4, 3.2, 4]\n",
    "# Twisting strength extracted fro the numerics\n",
    "chi_t_list = np.array(t_lower_list)*0.27/1.6\n",
    "t_upper_list = [12, 13, 14, 15, 16]\n",
    "alpha = 1\n",
    "\n",
    "Ntheta = 20\n",
    "varSz_fullnum_log = np.zeros([len(t_upper_list), len(file_dir_list), Ntheta])\n",
    "T2_fullnum_log = np.zeros([len(t_upper_list), len(file_dir_list), Ntheta])\n",
    "T2err_fullnum_log = np.zeros([len(t_upper_list), len(file_dir_list), Ntheta])\n",
    "\n",
    "for (i_file, file_dir) in enumerate(file_dir_list):\n",
    "    with open(file_dir) as data_file:\n",
    "        data_summary = json.loads(data_file.read())\n",
    "    t_lower = t_lower_list[i_file]\n",
    "    chi_t = chi_t_list[i_file]\n",
    "    for (i_upper, t_upper) in enumerate(t_upper_list):\n",
    "        if i_upper == 0:\n",
    "            bP = True\n",
    "        else:\n",
    "            bP = False\n",
    "        varSz_fullnum_log[i_upper, i_file], T2_fullnum_log[i_upper, i_file], T2err_fullnum_log[i_upper, i_file] = extract_T2(data_summary, t_lower, t_upper, alpha, chi_t, bPlot=False, bPlotDetail=False, bPrint=bP)\n",
    "\n",
    "####################################### Load numerical data (shift time verification) ####################################\n",
    "file_dir = 'Data/dcTWA/dcTWA_d8_th7_fbevo_t16_pol08_summary.json'\n",
    "with open(file_dir) as data_file:\n",
    "    data_summary = json.loads(data_file.read())\n",
    "\n",
    "tg = data_summary['params']['Trot']\n",
    "time = np.array(data_summary['time'])\n",
    "corr_list = np.array(data_summary['corr'])\n",
    "S_rot_list = np.array(data_summary['S_rot'])\n",
    "corr_rot_list = np.array(data_summary['corr_rot'])\n",
    "S_rot_inv_list = np.array(data_summary['S_rot_inv'])\n",
    "corr_rot_inv_list = np.array(data_summary['corr_rot_inv'])\n",
    "\n",
    "# Average out the data\n",
    "corr_ave = np.mean(corr_list, axis = 0)\n",
    "S_rot_ave = np.mean(S_rot_list, axis = 0)\n",
    "corr_rot_ave = np.mean(corr_rot_list, axis = 0)\n",
    "S_rot_inv_ave = np.mean(S_rot_inv_list, axis = 0)\n",
    "corr_rot_inv_ave = np.mean(corr_rot_inv_list, axis = 0)\n",
    "\n",
    "time_all = np.concatenate([np.flip(-time), time])\n",
    "Sx_rot_ave_all = np.concatenate([np.flip(S_rot_inv_ave[:, :, 0], axis = 1), S_rot_ave[:, :, 0]], axis = 1)\n",
    "corr_rot_ave_all = np.concatenate([np.flip(corr_rot_inv_ave, axis = 1), corr_rot_ave], axis = 1)\n",
    "\n",
    "t0_yz = np.zeros(21)\n",
    "t0_x = np.zeros(21)\n",
    "\n",
    "for i in range(21):\n",
    "    i_min = np.argmin(np.abs(corr_rot_ave_all[i, : ,3]))\n",
    "    t0_yz[i] = time_all[i_min]\n",
    "\n",
    "    i_max = np.argmax(np.abs(Sx_rot_ave_all[i, :]))\n",
    "    t0_x[i] = time_all[i_max]\n",
    "\n",
    "theta_list = np.linspace(0, 1, 21)*np.pi\n",
    "chi_t = corr_ave[-1, 3]/corr_ave[-1, 2]\n",
    "theta_list = np.linspace(0, np.pi, 21)\n",
    "chi_t_untwist = (chi_t**2*np.tan(theta_list) - chi_t*(np.tan(theta_list)**2 - 1))/((1 + chi_t**2)*np.tan(theta_list)**2 + 2*chi_t*np.tan(theta_list) + 1)\n",
    "t0_theory = -chi_t_untwist/chi_t\n",
    "\n",
    "theta_demo = np.linspace(0, 1, 21)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "6fea36ba-4279-4e6f-90b8-d0868890ccae",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Functional form parameters for t_upper is 16 = [2.02749502e-05 2.38946715e+00 1.86386437e+00]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x26db9364250>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x1500 with 11 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib\n",
    "\n",
    "cmap = matplotlib.colormaps.get_cmap(\"viridis\") \n",
    "cmap2 = matplotlib.colormaps.get_cmap(\"plasma\") \n",
    "cmap3 = matplotlib.colormaps.get_cmap(\"cool\")  \n",
    "\n",
    "def exp_stretched(x, A, T):\n",
    "    return A*np.exp(-(x/T)**1)\n",
    "\n",
    "# Combine the figures together \n",
    "fig, ax = plt.subplots(3, 3, figsize = (16, 15))\n",
    "fig.tight_layout(w_pad = 5, h_pad = 5)\n",
    "\n",
    "expr_data = A5ShelveN4Ang12Data1\n",
    "norm_factor = np.mean(expr_data.contrast[12, :])\n",
    "\n",
    "simu_dir = 'Data/dcTWA/dcTWA_d8_th7_t16_pol08_ang12_summary.json'\n",
    "with open(simu_dir) as data_file:\n",
    "    data_summary = json.loads(data_file.read())\n",
    "    \n",
    "N = data_summary['params']['N']\n",
    "Trot = data_summary['params']['Trot']\n",
    "\n",
    "Sx_list = np.array(data_summary['S'])[:, :, 0]\n",
    "corr_list = np.array(data_summary['corr'])\n",
    "time = np.array(data_summary['time'])\n",
    "\n",
    "Sx_rot_list = np.array(data_summary['S_rot'])[:, :, :, 0]\n",
    "corr_rot_list = np.array(data_summary['corr_rot'])\n",
    "time_rot = np.array(data_summary['time_rot'])\n",
    "\n",
    "mask = np.arange(0, Sx_list.shape[0], 1)\n",
    "\n",
    "# Average the data \n",
    "Sx_ave = np.mean(Sx_list[mask], axis = 0)\n",
    "Sx_std = np.std(Sx_list[mask], axis = 0)\n",
    "Sx_rot_ave = np.mean(Sx_rot_list[mask], axis = 0)\n",
    "Sx_rot_std = np.std(Sx_rot_list[mask], axis = 0)\n",
    "corr_ave = np.mean(corr_list[mask], axis = 0)\n",
    "corr_rot_ave = np.mean(corr_rot_list[mask], axis = 0)\n",
    "\n",
    "# Read the simulation data \n",
    "t_lower = 1.6\n",
    "alpha = 1\n",
    "chi_t = 1.6*0.12 # extracted twisting strength \n",
    "\n",
    "Ntot = 12\n",
    "theta_list = np.linspace(0, np.pi, Ntot + 1)\n",
    "chi_t_untwist = (chi_t**2*np.tan(theta_list) - chi_t*(np.tan(theta_list)**2 - 1))/((1 + chi_t**2)*np.tan(theta_list)**2 + 2*chi_t*np.tan(theta_list) + 1)\n",
    "T_offset = -chi_t_untwist/chi_t*Trot\n",
    "\n",
    "t_upper_list = np.array([13, 14, 15, 16])\n",
    "T2_num_log = np.zeros([t_upper_list.shape[0], Ntot])\n",
    "T2_num_err_log = np.zeros([t_upper_list.shape[0], Ntot])\n",
    "T2_exp_log = np.zeros([t_upper_list.shape[0], Ntot])\n",
    "T2_exp_err_log = np.zeros([t_upper_list.shape[0], Ntot])\n",
    "varSz_log = np.zeros(Ntot)\n",
    "\n",
    "\n",
    "expr_numerics_map = np.array([5, 6, 7, 8, 9, 10, 11, 0, 1, 2, 3, 4])\n",
    "plot_id = np.array([0, 3, 6, 10])\n",
    "color_list = ['black', 'green', 'crimson', 'navy']\n",
    "i_color = 0\n",
    "    \n",
    "for i in range(Ntot):\n",
    "    # col = cmap(i/(len(theta_list)-1))\n",
    "    i_expr = expr_numerics_map[i]\n",
    "    \n",
    "    # Numerics\n",
    "    time_eff = time - T_offset[i] \n",
    "    contrast = Sx_rot_ave[i, :]/(N*0.8)\n",
    "    \n",
    "    # Fit numerics\n",
    "    for (i_upper, t_upper) in enumerate(t_upper_list):\n",
    "        r = np.logical_and((time_eff <= t_upper), (time_eff >= t_lower))\n",
    "        popt, pcov = curve_fit(exp_stretched, time_eff[r], contrast[r], p0 = [0.8, 20], maxfev = 5000)   \n",
    "        T2_num_log[i_upper, i] = popt[1]\n",
    "        T2_num_err_log[i_upper, i] = pcov[1, 1]\n",
    "    varSz_log[i] = corr_rot_ave[i, 0, 2]*N\n",
    "    \n",
    "    # Experiment\n",
    "    t_expr = expr_data.time - T_offset[i] \n",
    "    contrast_expr = expr_data.contrast[i_expr, :]/norm_factor\n",
    "    contrast_err_expr = expr_data.contrast_err[i_expr, :]/norm_factor\n",
    "    \n",
    "    # Fit experiment \n",
    "    for (i_upper, t_upper) in enumerate(t_upper_list):\n",
    "        r = np.logical_and((t_expr <= t_upper), (t_expr >= t_lower))\n",
    "        popt, pcov = curve_fit(exp_stretched, t_expr[r], contrast_expr[r], p0 = [0.8, 20], maxfev = 5000)   \n",
    "        T2_exp_log[i_upper, i] = popt[1]\n",
    "        T2_exp_err_log[i_upper, i] = pcov[1, 1]\n",
    "    \n",
    "    # Plot data\n",
    "    if i in plot_id:\n",
    "        col = color_list[i_color]\n",
    "        i_color = i_color + 1\n",
    "        # Plot numerics\n",
    "        ax[0, 0].errorbar(expr_data.time, contrast_expr, contrast_err_expr, fmt = \"o\", mec = \"k\", color = col)\n",
    "        ax[0, 1].errorbar(t_expr, contrast_expr, contrast_err_expr, fmt = \"o\", mec = \"k\", color = col)\n",
    "\n",
    "        # Plot experiment\n",
    "        ax[0, 0].plot(time, contrast, color = col)\n",
    "        ax[0, 1].plot(time_eff, contrast, color = col)\n",
    "\n",
    "# Formatting \n",
    "ax[0, 0].set_ylim([0.2, 1])\n",
    "ax[0, 0].set_xlim([0, 20])\n",
    "ax[0, 0].set_ylabel(r\"$S_x$\")\n",
    "ax[0, 0].set_xlabel(r\"$t_\\mathrm{r}\\ (\\mu\\mathrm{s})$\")\n",
    "\n",
    "ax[0, 1].set_ylim([0.2, 1])\n",
    "ax[0, 1].set_xlim([-2, 20])\n",
    "ax[0, 1].set_ylabel(r\"$S_x$\")\n",
    "ax[0, 1].set_xlabel(r\"$t_\\mathrm{r}^\\mathrm{eff}\\ (\\mu\\mathrm{s})$\")    \n",
    "    \n",
    "# Plot the T2 dependence\n",
    "for (i_upper, t_upper) in enumerate(t_upper_list):\n",
    "    color = cmap2(i_upper/t_upper_list.shape[0])\n",
    "    ax[1, 0].errorbar(theta_list[:-1]/np.pi, T2_exp_log[i_upper]/T2_exp_log[i_upper, 0], T2_exp_err_log[i_upper]/T2_exp_log[i_upper, 0], fmt = \"o\", mec = \"k\", color = color, \n",
    "                      label = r\"$t_\\mathrm{max} = \"+str(t_upper)+\"\\ \\mu\\mathrm{s}$\")\n",
    "    ax[1, 1].errorbar(theta_list[:-1]/np.pi, T2_num_log[i_upper]/T2_num_log[i_upper, 0], T2_num_err_log[i_upper]/T2_num_log[i_upper, 0], fmt = \"o\", mec = \"k\", color = color)\n",
    "\n",
    "# Plot t0 dependences \n",
    "ax[0, 2].plot(theta_demo, t0_yz/tg, label = \"Numerics\", color = \"mediumblue\")\n",
    "# ax[2].plot(theta, t0_x/tg)\n",
    "ax[0, 2].axhline(y = 0, color = \"k\", alpha = 0.5)\n",
    "ax[0, 2].plot(theta_demo, t0_theory, label = \"Analytics\", color = \"purple\")  \n",
    "ax[0, 2].set_xlabel(r\"$\\theta\\ (\\pi)$\")\n",
    "ax[0, 2].set_ylabel(r\"$t_o/t_g$\")\n",
    "ax[0, 2].legend() \n",
    "\n",
    "ax[1, 0].legend()\n",
    "ax[1, 0].set_xlabel(r\"$\\theta\\ (\\pi)$\")\n",
    "ax[1, 0].set_ylabel(r\"$T_2(\\theta)/T_2(\\theta=0)$\")\n",
    "ax[1, 0].set_xlim([-0.05, 1.05])\n",
    "ax[1, 0].set_ylim([0.85, 1.25])\n",
    "ax[1, 1].set_xlabel(r\"$\\theta\\ (\\pi)$\")\n",
    "ax[1, 1].set_ylabel(r\"$T_2(\\theta)/T_2(\\theta=0)$\")\n",
    "ax[1, 1].set_xlim([-0.05, 1.05])\n",
    "ax[1, 1].set_ylim([0.85, 1.25])\n",
    "\n",
    "# Plot the numerical T2  \n",
    "T2_num = np.zeros([T2_fullnum_log.shape[1] + 1, T2_fullnum_log.shape[2]])\n",
    "T2_num[0, :] = np.ones(T2_fullnum_log.shape[2])\n",
    "for i in range(T2_fullnum_log.shape[1]):\n",
    "    T2_num[i+1, :] = T2_fullnum_log[-1, i, :]/T2_fullnum_log[-1, i, 0]\n",
    "    \n",
    "color1 = \"mediumblue\"\n",
    "color2 = \"crimson\"\n",
    "\n",
    "im_T2 = ax[1, 2].imshow(np.transpose(T2_num), aspect='auto', cmap='RdBu', vmin=0.5, vmax=1.5)\n",
    "# Guide to the eye\n",
    "t_guide = np.linspace(0, 5)\n",
    "ax[1, 2].plot(t_guide, 5 + 0.25*t_guide, color = color2, ls=\"--\")\n",
    "ax[1, 2].plot(t_guide, 15 + 0.25*t_guide, color = color1, ls=\"--\")\n",
    "x_labels = ['0.0', '0.8', '1.6', '2.4', '3.2', '4']\n",
    "y_labels = ['0', '0.25', '0.50', '0.75']\n",
    "ax[1, 2].set_xticks(ticks=np.arange(len(x_labels)), labels=x_labels) # rotation=45, ha='right'\n",
    "ax[1, 2].set_yticks(ticks=np.array([0, 5, 10, 15]), labels=y_labels)\n",
    "ax[1, 2].set_xlabel(r\"$t_\\mathrm{g}\\ (\\mu\\mathrm{s})$\")\n",
    "ax[1, 2].set_ylabel(r\"$\\theta\\ (\\pi)$\")\n",
    "ax[1, 2].xaxis.set_ticks_position('bottom')\n",
    "cbar_T2 = fig.colorbar(im_T2, ax=ax[1, 2])\n",
    "cbar_T2.set_label(r\"$T_2(\\theta)/T_2(0)$\") # , rotation=270, labelpad=15\n",
    "\n",
    "\n",
    "varSz_num = np.zeros([varSz_fullnum_log.shape[1] + 1, varSz_fullnum_log.shape[2]])\n",
    "varSz_num[0, :] = np.ones(varSz_fullnum_log.shape[2])\n",
    "for i in range(T2_fullnum_log.shape[1]):\n",
    "    varSz_num[i+1, :] = varSz_fullnum_log[-1, i, :]/varSz_fullnum_log[-1, i, 0]\n",
    "\n",
    "im_var = ax[2, 0].imshow(np.transpose(varSz_num), aspect='auto', cmap='RdBu_r', vmin=0.5, vmax=1.5)\n",
    "# Guide to the eye\n",
    "t_guide = np.linspace(0, 5)\n",
    "ax[2, 0].plot(t_guide, 5 + 0.25*t_guide, color = color2, ls=\"--\")\n",
    "ax[2, 0].plot(t_guide, 15 + 0.25*t_guide, color = color1, ls=\"--\")\n",
    "x_labels = ['0.0', '0.8', '1.6', '2.4', '3.2', '4']\n",
    "y_labels = ['0', '0.25', '0.50', '0.75']\n",
    "ax[2, 0].xaxis.set_ticks_position('bottom')\n",
    "ax[2, 0].set_xticks(ticks=np.arange(len(x_labels)), labels=x_labels) # rotation=45, ha='right'\n",
    "ax[2, 0].set_yticks(ticks=np.array([0, 5, 10, 15]), labels=y_labels)\n",
    "ax[2, 0].set_xlabel(r\"$t_\\mathrm{g}\\ (\\mu\\mathrm{s})$\")\n",
    "ax[2, 0].set_ylabel(r\"$\\theta\\ (\\pi)$\")\n",
    "cbar_var = fig.colorbar(im_var, ax=ax[2, 0])\n",
    "cbar_var.set_label(r\"$\\mathrm{Var}(S_\\theta)/\\mathrm{Var}(S_{\\theta = 0})$\") # , rotation=270, labelpad=15\n",
    "\n",
    "# Plot the min and max var \n",
    "corr_ave = np.mean(corr_list[mask], axis = 0)\n",
    "corr_rot_ave = np.mean(corr_rot_list[mask], axis = 0)\n",
    "\n",
    "minVar = extract_squeezing(corr_ave[:, 1], corr_ave[:, 3], corr_ave[:, 2])\n",
    "minVar_rot = extract_squeezing(corr_rot_ave[0, :, 1], corr_rot_ave[0, :, 3], corr_rot_ave[0, :, 2])\n",
    "maxVar = extract_antisqueezing(corr_ave[:, 1], corr_ave[:, 3], corr_ave[:, 2])\n",
    "maxVar_rot = extract_antisqueezing(corr_rot_ave[0, :, 1], corr_rot_ave[0, :, 3], corr_rot_ave[0, :, 2])\n",
    "\n",
    "ax[2, 1].plot(time_rot, minVar/N, color = color1)\n",
    "ax[2, 1].plot(time + time_rot[-1], minVar_rot/N, color = color1, label = r\"$\\min_\\theta\\mathrm{Var}(S_\\theta)$\")\n",
    "ax[2, 1].plot(time_rot, maxVar/N, color = color2)\n",
    "ax[2, 1].plot(time + time_rot[-1], maxVar_rot/N, color = color2, label = r\"$\\max_\\theta\\mathrm{Var}(S_\\theta)$\")\n",
    "\n",
    "ax[2, 1].set_xlabel(r\"$t_\\mathrm{g}\\ (\\mu\\mathrm{s})$\")\n",
    "ax[2, 1].set_ylabel(r\"$\\mathrm{Var}(S_\\theta)/(N/4)$\")\n",
    "ax[2, 1].set_ylim([0.5, 2.5])\n",
    "ax[2, 1].set_xlim([0, 20])\n",
    "ax[2, 1].legend()\n",
    "\n",
    "# Plot the dictionary\n",
    "rel_T2_tot = np.array([])\n",
    "varSz_tot = np.array([])\n",
    "\n",
    "color3 = \"lightseagreen\"\n",
    "color4 = \"teal\"\n",
    "i_upper = 4\n",
    "tg_set = np.array([0.8, 1.6, 2.4, 3.2, 4, 4.8])\n",
    "for i_file in range(5): \n",
    "    alpha = 1 - i_file/4.5\n",
    "    ax[2, 2].errorbar(T2_fullnum_log[i_upper, i_file, 0]/T2_fullnum_log[i_upper, i_file], varSz_fullnum_log[i_upper, i_file], fmt = \"o\", mec = \"k\", alpha = alpha,\n",
    "                      color = color3, label = r\"$t_g = \"+str(tg_set[i_file])+\"\\ \\mu\\mathrm{s}$\")\n",
    "    rel_T2_tot = np.append(rel_T2_tot, T2_fullnum_log[i_upper, i_file, 0]/T2_fullnum_log[i_upper, i_file])\n",
    "    varSz_tot = np.append(varSz_tot, varSz_fullnum_log[i_upper, i_file])\n",
    "\n",
    "thres = 1.2\n",
    "def poly(x, a, b, c):\n",
    "    return a*x**3 + b*x**2 + c*x\n",
    "popt, pcov = curve_fit(poly, rel_T2_tot[rel_T2_tot<thres]-1, (varSz_tot[rel_T2_tot<thres]-1), p0 = [5.5, 5.5, 2], bounds=([0, -np.inf, -np.inf], [10, np.inf, np.inf]))\n",
    "print(\"Functional form parameters for t_upper is \"+str(t_upper) +\" = \" + str(popt))\n",
    "\n",
    "x = np.linspace(-0.3, 0.2, 101)\n",
    "ax[2, 2].plot(x + 1, poly(x, *popt) + 1, color = color4, alpha = 1, zorder = 3)     \n",
    "ax[2, 2].set_ylabel(r\"$\\mathrm{Var}(S_\\theta)/\\mathrm{Var}(S_{\\theta=0})$\")\n",
    "ax[2, 2].set_xlabel(r\"$T_2(\\theta = 0)/T_2(\\theta)$\")\n",
    "ax[2, 2].legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ae934090-52e0-46e8-9ddb-d5d270759b89",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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